| Name | Research Interests |
| Assoc Prof A S Madhukumar | Modulation and multiple access schemes for future broadband systems
Advanced signal processing algorithms for wireless communication systems
Cognitive radio systems: algorithms and architectures
Cooperative Radio Systems for Mobile multi-hop networks
Ultra wideband radio systems for wireless personal area networks |
| Assoc Prof Alexei Sourin | Shape modeling, shared virtual environments, haptic interaction, new user interfaces, 3D web visualization, virtual surgery, scientific visualization, music visualization. |
| Prof Alfred M Bruckstein | Variational Methods in Image Analysis and Synthesis,
Multi A(ge)nt Robotics and Applied Geometry |
| Prof Alois C Knoll | 1 Research focus
• Multimodal human-robot interaction
• Neurorobotics
• Sensor, sensor data processing, sensor fusion
• Medical robotics
• Natural-Language based retrieval and fusion of multimedia information
• Intelligent/Autonomous vehicles and multimodal mobility concepts
Due to the major involvement in the Human Brain Project HBP, a European flagship project, over the last years his research focus has shifted more and more towards neurorobotics. With the neu-rorobotics platform, a sophisticated tool has been created that will allow both basic researchers in neuroscience and engineers in robotics to integrate their latest insights in theory and practice into fully operational applications for research and development. It can be expected that this platform will serve as a productivity booster both for virtual neuroscience and robotics |
| Asst Prof Alwen Fernanto Tiu | My main research interests span theoretical as well as practical aspects of computer science; these include
formal methods, computational logic, automated theorem proving and computer security.
More specifically, I am interested in modelling aspects of computational systems (such as parts of operating
systems, communication protocols, simple authentication devices, etc) as mathematical theories, and developing
tools and techniques to prove their correctness or to find potential flaws. |
| Assoc Prof Andy Khong Wai Hoong | Adaptive filters
Acoustic source localization
Acoustic system identification
Seismic signal processing
Speech dereverberation |
| Asst Prof (Adj) Ang Kai Keng | Brain-Computer Interface, Neural Signal Processing, Pattern Recognition, Machine Learning, Fuzzy Neural Systems. |
| Asst Prof Anupam Chattopadhyay | Computing Architecture
Design Automation
Security
Emerging Technologies |
| Assoc Prof Anwitaman Datta | Anwitaman Datta is interested in large-scale networked distributed information systems and social collaboration networks, self-organization and algorithmic issues of these systems and networks and their scalability, resilience, security and performance. |
| Asst Prof Arijit Khan | Big-graphs management and analytics, with a focus on user-friendly, online querying and pattern mining in social and information networks, using scalable algorithms and machine learning techniques.
keywords: big-graphs, big-data, graph-systems, knowledge graphs, uncertain graphs, graph streams, databases, data mining, machine learning, algorithms. |
| Asst Prof Arvind Easwaran | Cyber-Physical Systems encompass systems in which the cyber world of computation and communication closely interacts with the physical world of sensors and actuators. These are highly networked and deeply embedded systems such as those found in modern day aircrafts, automotives, factories, medical devices, smart phones, electric grids, etc. From driver-less cars and air traffic management using sense and avoid, to plug-and-play operating rooms and smart electric grids that integrate traditional and renewable energy sources, intelligent automation of an enormous scale is finding its way into many of these systems.
My current research interests are in the areas of design and verification of cyber-physical software systems, especially in the design and analysis of systems with time-critical functionalities (i.e., real-time software systems). These include (but are not limited to):
Real-time scheduling algorithms that are provably efficient.
Software parallelization approaches that are sensitive to real-time requirements.
Component-based modular design and analysis of systems.
Formal verification and testing methodologies for functional correctness. |
| Asst Prof Bei Xiaohui | Computational economics, social networks analysis and general algorithm design. |
| Assoc Prof Benjamin Seide | Interdisciplinary collaboration of art and technology
Visual Effects as a aesthetic and narrative device in film
Development of new animation and visual effects relevant techniques
Animation and Visual Effects specific project management systems
Immersive media experiences such as 360 degree films, Virtual Reality (VR) and stereoscopic film
My current research interests in the field of animation, visual effects and interactive are particularly in these three areas:
1) The role of visual effects as an aesthetic and narrative device in film-making
2) The exploration of immersive technologies such as stereoscopy, dome projections and virtual reality applications
3) The development of software tools to support the production process of visual effects at universities and small to medium size (SME) studios
These specific interests have evolved organically from my previous research projects and my animation practice as visual effects artist and supervisor.
Through my experience in the visual effects industry, I have identified a lack of tools supporting the production process of complex visual effects at universities and small to medium size studio teams. The aim of my research is to develop solutions to fill this gap in form of software tools, which could potentially be used by other universities in the field of art and media. |
| Assoc Prof Bernhard Schmidt | Finite Geometry
Coding Theory
Algebraic Number Theory
Computing |
| Assoc Prof Biju Dhanapalan | Biju Dhanapalan has research interests in the following areas:
Digital animation and visual effects practice led research covers areas of feature films, commercials and TV serials; the interdisciplinary collaboration of art and technology in new media and interactive exhibits; 3D immersive technology in air traffic control systems; Motion analysis of classical dance forms; intuitive pedagogical tools for math learning. Multi-surface projections, Interactive Stereoscopy and Alternate Education. Inquiry into the play of 'song and and dance' in Indian cinema and its role in the narrative arc of films |
| Asst Prof Bo An | Artificial intelligence, multi-agent systems, game theory, automated negotiation, resource allocation, and optimization |
| Assoc Prof Cai Jianfei | Jianfei's major research interests include digital media processing, multimedia compression, communications and networking technologies. Currently, he focuses on the cross-discipline research among the areas of multimedia, computer graphics, computer vision and networking technologies. |
| Prof Cai Wentong | Dr. Cai's research interests include Parallel & Distributed Simulation, Grid & Cluster Computing, and Parallel & Distributed Programming Environments. His main areas of expertise are the design and analysis of scalable architecture, framework, and protocols to support parallel & distributed simulation, and the development of models and software tools for programming parallel/distributed systems. |
| Assoc Prof Cai Yiyu | His interest in Interactive & Digital Media (IDM) mainly includes Tactile/Haptic VR System Design, GPU-accelerated Digital Media Processing, Serious Games and Simulation, and Computer-aided Design.
He has been doing research in the intersection of IDM, and Bio & Medical Sciences covering from Computer-assisted Surgery to Volumetric Cellular Image Processing to Phase I/II Drug Clinical Trial Design to Protein Docking. In MedTech field, he pioneered the research and development on Cardiovascular and Intracardiac Interventional Simulation for pre-treatment planning and training application.
He is also active in industry-oriented research working closely with Engineering and Education sectors. |
| Assoc Prof Cham Tat Jen | Cham Tat Jen has worked on a number of research areas within computer vision.
(1) Matching and registration in images. 1994-96: matching partially observed image curves under different perspective projections. 1998: wide-baseline image mosaicing. 2002-present: matching between approximate 3D models and visible/thermal imagery. 2005-present: matching images related by high-level abstract concepts. Achievements: best paper prize in BMVC'94, best paper prize in ECCV'96; CVPR'97 oral, CVPR'98, T-PAMI (1999), CVPR'05, CVPR'07, CVPR'08; 2 DSTA grants worth $630K.
(2) Human tracking, modeling and understanding. 1998-2001: detailed tracking of humans as articulated figures in monocular video. 2003-: human activity recognition. Achievements: CVPR'99 oral paper cited 250+ times, 2 ICCV'99 orals with one cited 100+ times, CVPR'01 oral paper cited 50+ times; 6 US patents; invited talk at Pixar in 1999; various aspects of the framework has been implemented elsewhere, including at MIT, INRIA and IBM Research.
(3) Projector-camera systems. 2001-: novel interfaces using projector-camera systems, including an active shadow-elimination system for projector displays, and interactive interior relighting system simulating multiple light sources with a single projecor. 2003-2005: photometric calibration. 2005-2006: oblique out-of-focus compensation. Achievements: PROCAMS'05 best paper prize; CVPR'01, CVPR'03, CVPR'06, T-VCG (2007); 1 US patent and 1 ITTO-sponsored filing; material used in MDA IDM video (on MDA IDM website) and TeIN2 video; consultation with MINDEF Future Systems Directorate.
(4) Accelerated online machine learning. 2004-: online accelerating speed of inference during the processing of online learning for vision-based object detectors. 2007-: fast detection and learning for Adaboost-based face detectors. Achievements: CVPR'07 oral, ICCV'07 oral (note: 1 of only 2 1st-2nd author pairings in the world to achieve 2 oral papers in CVPR and ICCV 2007, out of 2500+ submissions), CVPR'08; PhD student received ICCV'07 student travel grant; PREMIA 2nd best student paper prize in 2007 (prized awarded for top Singapore student papers published in any pattern recognition-related journal or conference); open source PyCV package released and has been downloaded worldwide many times. |
| Dr Chan Chee Keong | Currently, Dr Chan is attached to the Information Engineering Division, lecturing in subjects related to computer systems, artificial intelligence, software engineering and cyber security. Through his years in NTU, he has published about 30 research papers in conferences, journals and book chapter. Dr Chan has also provided numerous consultations to the industries. His current research interest areas include data mining (text and solar radiation data mining), evolutionary algorithms (scheduling and games) and renewable energy. |
| Assoc Prof Chan Syin | Dr Chan Syin's research interests include multimedia information retrieval, web information extraction, ontology applications and multimedia understanding. |
| Assoc Prof Chang Chip Hong | Assoc. Professor Chang current research interests are Hardware Security, Residue Number Systems, Low-power, Low-voltage and Fault-tolerant Arithmetic Circuits, Design Automation of VLSI Digital Circuits and Application-specific Digital Signal Processing Algorithm and Architectures. |
| Prof Chang, Joseph Sylvester | Joseph Chang is multi-disciplinary engineer with research encompassing core CAS-related fields including analog, digital and aerospace circuits/systems; biomedical/life-sciences related-fields; and the emerging printed-electronics. He received the B.Eng (ECE) from Monash University, and Ph.D. from the Department of Otolaryngology, Faculty of Medicine, University of Melbourne, and has two-years IC-related industrial-experience. He is currently with the Nanyang Technological University, Singapore (and Adjunct at Texas A&M).
He has contributed to senior university administration and to ECE undergraduate/graduate education. He was the inaugural Associate-Dean of Research-and-Graduate-Studies at the 660 faculty-strong College-of-Engineering. For undergraduate education, he emphasized on promoting and instilling undergraduates’ interest in ECE, including being the chair of the Undergraduate-Research-Experience-on-Campus and Undergraduate-Research-Opportunities-Program programs, chaired Orientation-Programs and national-level undergraduate-conferences, and has given several talks in high-schools.
In the IEEE, he contributed to both core and multi-disciplinary fields, including as Guest-Editor of the Proceedings-of-the-IEEE on ‘Computational System-Biology’, Guest-Editor of the CAS-Magazine on ‘Special-Issue on Life-Sciences’, Editor of the CAS-Magazine’s Open-Column, Chairperson of the IEEE-NIH Life-Sciences-Systems-and-Applications (LiSSA) Workshop, Chairperson of two IEEE-NIH CAS-Medical-and-Environmental (CASME) Workshops, Chairperson of the LiSSA Technical-Committee, Associate-Editor of IEEE TCAS-I (3-terms) and -II, Associate-Editor of the IEEE CAS-Magazine, Distinguished-Lecturer, etc. Of specific interest, he organized the successful merging of the BioCAS and LiSSA technical-committees, largely for CAS’s concerted/united life-sciences efforts. He was instrumental in several non-IEEE establishments’ engagement in CAS’s activities, including other IEEE societies, National-Institutes-of-Health, Telemedicine-and-Advanced-Technology-Research-Center, American-Institute-of-Medical-and-Bioengineering, etc. Impact thereto includes NIH’s request for each of their 27 institutes a copy of the aforesaid CAS-magazine’s special-issue, representation by different IEEE societies at the IEEE-NIH workshops and NIH financial support for CASME.
He has published over 200 referee-reviewed publications (primarily in IEEE) and has over 20 patents (awarded/pending). In the field of ‘Class-D amplifier’, he has the most number of publications in the IEEE; and the top-ranked paper (excluding patents) and four of the top six papers in ‘Digital Class-D Amplifier’ in Google Scholar. He has received numerous grants from local and international funding-agencies (including DARPA and the EU) and from industry, amounting to >US$10M. He has founded two startups, and has designed numerous ECE-related products for industry.
His research interests are largely emerging technologies, including bioengineering, microfluidics, audiology, psychoacoustics, and analog and digital circuit designs. He leads a group of 25 researchers - externally funded - including from DARPA (USA) and from the European Union. Some description of his work may be found in the following editorials of the Proceedings of the IEEE and the IEEE Circuits and Systems Magazine (where he served as a Guest Editor):
J. Chang, S. Wong, R. Newcomb and P. Häfliger, ‘Third Revolution in Medicine – the Convergence of Life Sciences with Physical Sciences, Mathematics and Engineering’, IEEE Circuits and Systems Magazine, Special Issue on Life Sciences, Aug 2012
S. Wong, M. Ogorzalek and J. Chang, ‘Editorial on the Special Issue on Computational Systems Biology’, The Proceedings of the IEEE, Aug 2008 |
| Prof Chee Yeow Meng | 1) Combinatorics of Nanotechnology: low-power design, thermal-aware design, crosstalk issues, testing of deep submicron & nanometer-scale circuits, oligonucleotide sequence design for DNA computing, quantum error-correcting codes.
2) Designs, Codes & Cryptography: triple systems, block designs, pairwise balanced designs, group divisible designs, t-designs, Latin squares, error-correcting codes, erasure-resilient codes, codes for nonconventional channels, combinatorial cryptography, algorithms & computational methods, applications in computer science, engineering & biology.
3) Extremal Set Systems: Turan-type problems, packings & coverings, cover-free systems, nonadaptive group testing, applications in computer science, engineering & biology. |
| Assoc Prof Chen Chun-Hsien | Assoc Prof Chen Chun-Hsien's areas of expertise are Industrial/Product Design, Knowledge Engineering, and Decision Support Systems. His current research work focuses on collaborative/human-centric/consumer-oriented product design and development, knowledge management, decision support systems and artificial intelligence in product/engineering design. |
| Assoc Prof Chen Lihui | Dr. Chen's research interests include machine learning algorithms/soft computing (fuzzy logic and neural networks) with applications to data mining, web intelligence, image processing and pattern recognition. She has been actively working in those areas for many years on projects at various levels. Currently her research focus is on some basic researches in data mining as well as its applications which may have significance in information search and retrieval on Internet.
Ongoing Research Projects:
. Machine Learning and Mining Techniques for Web Intelligence, Information Retrieval
. Clustering Methods in Text/Web Mining
. Novel techniques for Document Summarization |
| Assoc Prof Chen Ning | Algorithmic Game Theory and Computational Economics
Algorithmic and Economic aspects of the Internet
Algorithms and Combinatorial Optimization |
| Prof Chen Tsuhan | Visual computing
Computer vision
Pattern recognition
Machine learning
Image and video processing |
| Mr Chew Chee Hua, Neumann | 1. Analytics
2. Data Science
3. Machine Learning |
| Assoc Prof Chia Liang Tien | His research interests can be broadly categorized into the following areas, Internet related research with emphasis on the Semantic Web, Multimedia Understanding through media analysis, annotation and adaptation, Multimodal data fusion and Multimodality Ontology for Multimedia.. He has published over 100 refereed research papers. |
| Assoc Prof Chng Eng Siong | Specialisations include: speech and signal processing, microphone arrays and pattern classifications. |
| Asst Prof (Adj) Chong Kai Fong Ernest | Dr. Chong's current research deals with combinatorics, commutative algebra, and machine learning. He is primarily interested in algebraic, geometric, topological, and enumerative combinatorics; combinatorial and computational commutative algebra; and the theoretical aspects of deep learning. A common theme in his research is the understanding of numerical or algebraic data (usually from topological objects) via some underlying combinatorial structure, and he finds it useful to draw ideas from other fields such as discrete geometry, algebraic geometry and algebraic topology. |
| Assoc Prof Chong Yong Kim | Prof Chong's areas of expertise are Parallel and Distributed Multiprocessor Systems, Adaptive and Active Noise Control, and DSP-based Audio and Image Processing. His current research works involves Perceptual Subband DCT JPEG Image Coding System, DSP-Based Digital Media Processing and Integrated Headsets using the Adaptive Hybrid Active Noise Control System. |
| Assoc Prof Chua Chin Seng | Dr Chua Chin Seng's research interests include 2D/3D face recognition, visual surveillance, human activity recognition, gait recognition and general tracking applications. |
| Prof Chuah Chen Nee | Internet measurements, big data over networks, network management and traffic engineering, online social networks, and intelligent transportation systems |
| Assoc Prof Cong Gao | Geospatial, Textual, and Mobility Data Management
Data Mining, Large Scale Data Analytics
Mining Social Networks and Social Media
User Preference Modeling and Recommendation
Urban Informatics |
| Prof Daniel Thalmann | Professor Daniel Thalmann's current research interests include real-time virtual humans in virtual reality, immersive virtual environments, social robots, gesture recognition, crowd simulation, and multimodal interaction. He is also interested in applications in Cultural Heritage and Virtual Rehabilitation. |
| Assoc Prof Deepu Rajan | Image and video processing, computer vision, multimedia signal processing. |
| Prof Deng Yuefan | Parallel Computing
Monte Carlo Methods
Computational Physics
Computational Applied Mathematics
More information about Prof. Deng can be found at https://en.wikipedia.org/wiki/Yuefan_Deng |
| Assoc Prof Douglas Leslie Maskell | Associate Professor Douglas Maskell conducts research in the areas of reconfigurable computing systems, algorithm acceleration, embedded applications & architectures and renewable energy. He is an active member of both the Energy Research Institute @ NTU (ERI@N) and the Centre for High Performance Embedded Systems (CHiPES).
His principle research focus is in the area of reconfigurable computing. In particular, he examines research problems that aim to overcome the emerging challenges introduced by the trend to incorporate reconfigurable fabrics into embedded and performance computers so as to significantly improve the overall performance of the computing system. This effort involves the development of tools, algorithms & architectures and system level modelling, simulation & design to improve the performance & management of the computing resources. Research areas include: efficient utilisation of FPGA hardware & architecture resources for rapid and near routeless placement & fast configuration; system resource management & inter-module communications for run-time hardware systems and involves investigations at the tools, algorithms and architecture levels.
He also applies his modelling and simulation expertise to projects in the renewable energy field. This initiative examines PV module and systems efficiency in tropical climates. Specifically, this work investigates: novel algorithms and architectures for maximum power point tracking, including hybrid architectures, operating under partial shading conditions and sudden irradiance changes; inverter architectures; and concentrated PV (CPV) systems. |
| Assoc Prof Dusit Niyato | - Wireless communications and networking, specifically, dynamic spectrum access and spectrum trading in cognitive radio.
- Mobile computing, parallel and distributed systems, specifically, resource management in heterogeneous wireless network and wireless intelligent transportation system.
- Queueing theory and Markov chain with an application in performance evaluation of communication systems.
- Evolutionary theory with an application in mobile communication and computing. |
| Prof Er Meng Hwa | 1. Array Signal Processing
- Robust Broadband and Narrowband Beamforming Techniques
- Basic Array Theory & Pattern Synthesis Techniques
- Partially Adaptive Array Design
- Microphone Array Design
- Audio Beam Loudspeakers
2. Image Processing and Computer Vision
- Image Processing of VLSI Chips
- Images Resolution Enhancement Techniques
- Medical Imaging
3. Satellite Communications
- LEO Satellite Communications Technology
4. Optimization Techniques
- Constrained and Unconstrained Optimization Techniques
5. DSP Applications & Implementations
- Surround Sound System
- RSA Cryptosystem
- Microphone Array
- Audio Beam Loudspeakers
Secured and completed a total of 24 research projects with an accumulative grant of $20,873,595. |
| Prof Er Meng Joo | Professor Er Meng Joo's areas of expertise are intelligent control theory and applications, fuzzy logic and neural networks and robotics and automation. His current works focus on control theory and applications, fuzzy logic and neural networks, computational intelligence, cognitive systems, robotics and automation, sensor networks and biomedical engineering. |
| Asst Prof Erdal Kayacan | His research areas are computational intelligence methods, sliding mode control, model predictive control, mechatronics and unmanned aerial vehicles. |
| Asst Prof Erik Cambria | sentic computing
sentiment analysis
commonsense reasoning
natural language understanding |
| Prof Foo Shou Boon, Schubert | Professor Schubert Foo's research areas cover multimedia technology, Internet technology, multilingual information retrieval, digital libraries, information literacy, knowledge management and social media innovations. |
| Assoc Prof Francis Charles Bond | Francis Bond's areas of interest are: Machine Translation, Deep Parsing, Word Sense Disambiguation, Computational Lexicography and the linguistic phenomena of Definiteness, Number, Countability and Numeral classifiers. His current research work focuses on parsing English, Japanese and Korean with head-driven phrase structure grammars; word sense disambiguation with WordNet; constructing a Japanese WordNet and other lexicons. |
| Prof Goh Eck Soong, Angela | Service Computing and Semantic Web, with particular emphasis on ontologies, web service discovery and composition. Other interests include agent technology and XML. |
| Assoc Prof Goh Hoe Lian, Dion | Dion Goh has extensive experience in the areas of social media practices and perceptions, gamification techniques for shaping user perceptions and motivating behavior, and mobile information sharing and seeking. |
| Assoc Prof Goh Wooi Boon | Human Computer Interaction, Computer Vision |
| Prof Guan Cuntai | • Brain Computer/Machine interface algorithms, systems, and applications
• Neural engineering
• Neural and biomedical signal processing
• Machine learning and data analytics
• Neural and cognitive process and rehabilitation
• Neural image processing
• Medical technologies |
| Assoc Prof Gwee Bah Hwee | Low Power Asynchronous Microprocessor and Digital Signal Processor Design, Digital Class-D Amplifier Design, Bio-informatics Soft computing and Acoustical Noise Reduction |
| Assoc Prof Hans-Martin Rall | Research profile Asst/Prof. Hans-Martin Rall
Asst/Prof. Rall's research interests are mainly in the areas of digital animation development and interdisciplinary research in art and technology.
He is a renowned director of independent animated short films, with 8 major film-funding grants awarded to him by German and European institutions.
Since 1997 Hannes Rall has built a strong reputation for adapting literature successfully
in his animated short films:
“The Raven“ (1999) and ”The Erl-King“(2003) , adapted from the famous poems by E.A. Poe and J.W. von Goethe respectively, have been screened in over 120 film festivals
world wide and won multiple awards.
His work was shown in group-and solo-shows in galleries in 20 countries worldwide since 2004.
-Tehran Museum of Contemporary Art
-National Museum Singapore
-State Gallery of the Arts Stuttgart, Germany
-Bangkok International Film Festival
-Académie Libanaise des Beaux-Arts, Beirut
-Egyptian Opera House, Metrogalerie, Kairo
-Cinematheque. Tel Aviv
-Goethe-Institut Damaskus
-Goethe-Institut Ramallah
-Seika Art Academy, Kyoto
-Osaka European Film Festival
-Auckland University of Technology, NZ
-Pataka Museum Wellington, NZ
-Muzium dan Galeri Seni Universiti Sains Malaysia, Penang
"Tradigital Mythmaking":
-Goethe-Institut Singapore/Singapore International Film-Festival
-Goethe Institut Kuala Lumpur/Univesrsiti Teknologi Mara Kuala Lumpur
Asst/Prof. Rall was awarded a 86 000,- SD tier 1 research grant by NTU in 2006.
“Tradigital Mythmaking-Singaporean-Animation for the 21st Century” :
In this project Prof. Rall explores the development of genuinely Southeast Asian animation styles, which are not derived from Western or Japanese concepts.
His book “Tradigital Mythmaking” was published in Singapore in 2009.
In 2010 he was awarded a second tier 1 research grant in the amount of SD 150 000,- to
continue and expand his research in “Tradigital Mythmaking-The Next level”:
In close cooperation with the Co-PI Prof. Seah Hock Soon from the School of Computer Engineering,
Asst/Prof. Rall is exploring the development of digital tools for the adaptation of Asian
mythological stories in local art styles.
External research funding
2007 Film production funding by the Film Funding Board of Baden Württemberg (MFG Filmförderung) for the film “The Cold Heart”
2004 Script-development funding by the MFG Baden-Württemberg for the animated shortfilm „THE COLD HEART“.
2003 Reference-filmfunding for the film ”The Erl-King“ by the FFA Berlin.
2000 Production-funding for „The Erl-King“ MFG Baden-Württemberg
2000 Production-funding for “The Erl-King”by the Kuratorium Junger Deutscher Film.
2000 Reference-funding for “The Raven”by FFA, Berlin
1997 Production-funding for the short film “The Raven”by the MFG Baden-Württemberg
1994 Script-development funding for animated series „Dicki“ by MEDIA-program
Research areas:
-Exploring Asian culture and history to develop unique and original animation styles, which are not derived from Western concepts.
(Current research project: “Tradigital Mythmaking”)
-Development and application of new digital technology to visualize Asian art styles in animation (Current research project: “The Living Line” Co-PI: Prof. Seah Hock Soon SCE,
10 000,-SD mini seed grant by Institute for Media Innovation NTU)
-The adaptation of literature for animation
(Current research project: “The Cold Heart”, 25 minute animated short film
adapted from the novel by Wilhelm Hauff, 90 000,- Euro film-funding grant
by MFG Baden-Wuerttemberg).
-Marketing animated short films in the 21st century (URECA research project)
-History of German animation
-History of Southeast Asian Animation |
| Asst Prof Hartmut Klauck | Theoretical Computer Science, Computational Complexity, Quantum Computing |
| Assoc Prof He Ying | Prof He's research interests include computer graphics, computer-aided design and scientific visualization. His current research works focus on computational conformal geometry and its applications to computer graphics. |
| Assoc Prof Hsu Wen Jing | High Performance Computing; Parallel and Distributed systems;
Resource Scheduling; Multi-core Computing; Energy-efficient Scheduling; Green Computing;
Peer-to-peer systems; Personal Positioning; Location-aware systems and applications; |
| Prof Huang Guangbin | Extreme Learning Machine, Neuroscience, machine learning theories and algorithms, human-computer interface, data analytics, video analytics, robotics. |
| Dr Huang Shell Ying | simulation based optimization heuristics, metaheuristics, computational science, computational logistics and intelligent decision support systems. |
| Assoc Prof Hui Siu Cheung | Assoc Prof Hui Siu Cheung's areas of expertise are data mining, Web mining, information retrieval, natural language processing, mathematical data mining, intelligent tutoring systems and Semantic Web. His current research works focus on information retrieval, text mining, natural query processing and Semantic Web. |
| Assoc Prof (Adj) Hung Gih Guang @ Terence | HPC techniques for heterogeneous architecture.
HPC performance benchmarking and modelling.
Grid and cloud computing. |
| Assoc Prof Ina Conradi Chavez | Area of research:
-Public Art
-Fine Art
-Procedural Interactive Installation
-Computer Generated Animation
-Digital experimental animation
- Stereoscopic 3D
- Interactive Media
-360 Immersive Media Displays
The research delves into an exploration of trandisciplinary visual art media, researching and integrating emotive and subjective abstract image making in digital, traditional and non-traditional forms. Drawing on the ideas of the merging of digital painting, avant-garde film-making and sound cultures, current work aims to craft immersive, interactive and 3D animated installation using digital image, seeking innovative convergence of art and technology to transform spaces into novel experiences.
11.2011-10.2017 MOE AcRF Tier 1 “Immersive Animated Canvas: Merging New Media Art and Technology for Immersive Cinema and Visualization Experiences", PI Ina Conradi (Asst Prof), Co-Pi Ben Alvin Shedd, (Professor) NTU ADM
1.3.2011-28.02.2014 MOE AcRF Tier 1 RG 55/10 (M52090031) "3D Stereo Animated Pictorial Space: Towards New Aesthetics in Contemporary Painting" PI Ina Conradi (Asst Prof), Co-Pi Dr Xiao Wei Sun, EEE (Assoc Prof) NTU
15.8.2011--31.12.2013 IMI Seed Grant, (M4080760.B40) "Unframed", PI Ina Conradi (Asst Prof), Co-Pi Mark Chavez (Asst Prof) NTU ADM
01.01.2008-28.2.2010 MOE (AcRF) Tier 1 RG105/10 (M52090000) “Digital Imaging in Singapore", PI Ina Conradi (Asst Prof) NTU ADM
02/2009-02/2011 MOE (AcRF) Tier 1 “Exploring kinetoaudiovisual parameter mapping strategies for virtual instrument performance and interactive installation,” PI Per Magnus Lindborg, Co-PI Ina Conradi Chavez (Asst Prof), NTU ADM (5% Involvement)
01.10.2010-30.11.2011 IMI Seed Grant, (M4080629.B40) "Stereo Pictorial Spaces", PI Ina Conradi (Asst Prof) Co-Pi Dr Xiao Wei Sun, EEE (Assoc Prof), NTU ADM
01.12.2010-31. 05.2012 IMI Seed Grant: “EEG-based Immersion and 3D Interaction: E-learning, Art, and Medical Application”, PI Olga Sourina Co-PI Ina Conradi (10%) NTU ADM |
| Assoc Prof Jacek Mandziuk | Prof. Mańdziuk’s expertise and research interests include application of Computational Intelligence and Artificial Intelligence to games, dynamic optimization, human-machine cooperation, financial modeling, and development of general-purpose human-like learning and problem-solving methods which involve intuition, creativity and multitasking. |
| Assoc Prof Jiang Xudong | Xudong Jiang's areas of expertise are pattern recognition, computer vision, biometrics, signal and image processing. His current research works focus on statistical pattern classification, feature extraction from image, fingerprint recognition, human face detection and recognition, multimodal biometric fusion, and visual object detection and recognition. |
| Assoc Prof Jong Ching Chuen | High-level Synthesis;
Rapid Prototyping of VLSI systems;
Reconfigurable systems; |
| Assoc Prof Justin Dauwels | His research interests are in Bayesian statistics, iterative signal processing, and computational neuroscience.
Some of the projects include:
- Mathematical modeling of the start and ending of epileptic seizures
- Diagnosis of Alzheimer's disease from EEG signals
- Machine learning techniques for guiding neurosurgery
- Detection of mental states from EEG signals
- Tracking and predicting traffic in dynamic urban networks
- Data-driven dynamical models of human behavior
- Tracking and control of synthetic cell tissue
- Copula-based modeling of extreme events
- Copula-based graphical models |
| Assoc Prof (Adj) Kang Meng Chow | Information Security Risk Management; Information Security Professional Practices; Cybersecurity Strategy, Policy, and Regional Development (Asia). |
| Prof (Adj) Karl Wolfgang Mueller-Wittig | Associate Professor Dr. Wolfgang Mueller-Wittig areas of expertise are computer graphics, real time rendering, Virtual & Augmented Reality, and GPGPU. Current research work focus on the use of GPU for high performance computational biology (e.g., bio-sequence alignment). He is also involved in the SMART-CENSAM (Centre for Environmental Sensing and Modeling) project and responsible for the development of a visualization platform for interactive evaluation and exploration of dynamic environmental models. Further research include cultural heritage (e.g., Virtual Peranakan) and the generation of new learning environments using interactive & digital media (e.g., Augmented Reality Chinese Language Learning Game, Virtual NanoTechZoo, Augmented Physics Lab). |
| Asst Prof Kathrin Albers | Puppet Animation
Hand/Marionette/Shadowpuppet Play
Experimental Animation / Stereoscopic Animation
Character- and Productiondesign
Prototyping
Experimental and Animated Documentary
Music and Animation
Games |
| Dr Kavallur Pisharath Gopi Smitha | VLSI design
Digital Signal Processing,
Biomedical Signal Processing
Brain-machine Interface-algorithms and applications,
Low Power Reconfigurable signal processing circuits for Cognitive Radio
Computer Arithmetic |
| Asst Prof Ke Yiping, Kelly | • Big data analytics: focusing on big data variety
• Data mining: graph mining, clustering, correlation mining, text mining, stream mining
• Data management: indexing and query processing on large-scale graph data
• Applications: computational fluid dynamics, bioinformatics, business analytics |
| Assoc Prof (Adj) Khoo Khoong Ming | My interest is on applications of Mathematics to Cryptography. My current focus is on Symmetric Cryptography, specifically: Cryptographic Boolean Functions, Stream Ciphers and Block Ciphers. |
| Assoc Prof Kong Wai-Kin Adams | His major research interests include pattern recognition, image processing and biometric security. In addition to his professional research interests, he spends time on global issues (e.g. global warming and food crisis). |
| Assoc Prof Kwoh Chee Keong | Development of a Computer Prediction System For Rational Design Of HLA-Based Peptide Vaccine;
Data Mining and Analysis on Infectious Disease
Heterogeneous Multi-Core Systems For Bioinformatics
Constrained Optimzation for Bioinformatics
Protein Interaction Network Analysis Using Graph Mining Approaches |
| Prof Lam Kwok Yan | Distributed Systems Security,
Cyber Security,
Multi-modal Biometrics in Homeland Security,
Enterprise Architecture,
Biometric Cryptography,
Critical Information Infrastructure Protection (CIIP). |
| Asst Prof Lam Siew Kei | Custom Computing; High Level Synthesis; Heterogeneous and Reconfigurable Computing Systems; Embedded Vision and Autonomous Systems |
| Asst Prof Lana Obraztsova | Computational social choice and economics, algorithmic game theory. |
| Dr Le Hai Khoi | Dr. Le Hai Khoi's areas of expertise are Complex Analysis in Several Variables, and Mathematical Foundations of Information Technology. His current research works focus on a theory of representing systems and Dirichlet series in several complex variables as well as applications to functional equations. He also works on some problems related to harmonic functions. |
| Assoc Prof Lee Bu Sung | Grid/Cloud Computing especially in the area of scheduling and scalability in data intensive application. Computer Network especially in the area of SDN, wireless ad hoc network, Quality of service.
Research Awards:
Chonho Lee, Liu Yi, Li-Hau Tan, Weihan Goh, Bu-Sung Lee, Chai-Kiat Yeo, “A wavelet entropy-based change point detection on Network traffic”, 1st International workshop on Enterprise Security 2014. Held in conjunction with IEEE Cloudcom 2014. Singapore(3rd Prize in Best Paper award).
Shanjiang Tang, Bu-Sung Lee, Bingsheng He “DynamicMR: A Dynamic Slot Allocation Optimization Framework for MapReduce Clusters” . IEEE Transactions on Cloud Computing. 2014
Abhishek Gupta, Laxmikant Kale, Filippo Gioachin, Verdi March, Chun Hui Suen, Bu-Sung Lee, Paolo Faraboschi, Richard Kaufmann and Dejan Milojicic, “The Who, What, Why and How of High Performance Computing in the Cloud”, 5th International conference on IEEE Cloud Computing Technology and Science, Dec 2013, Bristol, UK.(Best Paper Award)
Henry Kasim, Terence Hung, Erika Fille Tupas Legara, Kee Khoon Lee, Xiaorong Li, Bu-Sung Lee, Vicknesh Selvam, Sifei Lu, Long Wang, Christopher Monterola, and Vasundhara Jayaraman, “Scalable Complex System Modeling for Sustainable City”, 6th IEEE International Scalable Computing Challenge (SCALE 2013) held in conjunction with the 13th IEEE International symposium on Cluster, Cloud and Grid Computing(ccGrid 2013) at Delft, Netherland. 13-16 May 2013. (1st prize winner of the Scalable Computing challenge)
Markus Kirchberg, Ryan K L Ko, Bu-Sung Lee, 2011 “From Linked Data to Relevant Data -- Time is the Essence” 1st International Workshop on Usage Analysis and the Web of Data (USEWOD) held in conjunction with the 20th International World Wide Web Conference (WWW), 2011, Hyderabad, India. (Best Paper Award)
Dang Duc Nguyen, Teck Meng Lim, Chai-Kiat Yeo, Bu-Sung Lee, 2010 “Seamless Handoff in Heterogenous Network for VoIP application,” The Second International Conference on Advances in Future Internet(AFIN2010), July 18-25, 2010. Venice, Italy (Best Paper Award) |
| Assoc Prof Lee Yong Tsui | His research interests lie mainly in computer related areas, such as computer graphics, geometric modeling, computer-aided design and manufacturing, and related applications. More specifically, he current focus is in computer-aided conceptual design, looking at the problem of converting design sketches into 3D models, which can then be ?beautified? to become CAD models. He is also studying the simulation of vehicle collisions, as an impartial assistant to judicial litigation on road accident cases. |
| Prof Leung Cyril Sik | Digital communications, wireless communication networks, sensor networks, ubiquitous computing, elderly-friendly technologies, digital/social signal processing, security and privacy, trust computational models, information theory |
| Dr Li Fang | Her research interests include image processing, image retrieval, pattern recognition, human-computer interaction, computer networks, and network security. |
| Assoc Prof Li Kwok Hung | Dr. Li Kwok Hung's research interest has centered on the area of digital communication theory with emphasis on spread-spectrum communications, mobile communications, coding and signal processing. His current research works focus on performance studies of (i) cooperative communications; (ii) space-frequency codes for multiple-input-multiple-output systems; (iii) fast frequency hopping (FFH) over frequency-selective fading channels; and (iv) ultra-wideband (UWB) systems. |
| Assoc Prof Li Mo | Distributed Systems, Sensor Networks, Wireless and Mobile Computing, Pervasive Computing |
| Assoc Prof (Adj) Li Xiaoli | Data Analytics
Data Mining (WEB and Text Mining),
Bioinformatics
Machine learning
Information Retreival |
| Asst Prof Li Yi | Algorithms for massive data sets, data streaming algorithms
Low-distortion metric embeddings
Compressive sensing and signal processing
Theoretical computer science |
| Assoc Prof (Adj) Lim Joo Hwee | Dr. LIM Joo Hwee's areas of expertise are computer vision, pattern recognition, and computational intelligence. His current research works focus on scene/object recognition, content-based image retrieval, medical image analysis, and cognitive vision. |
| Assoc Prof Lim Meng Hiot | Computational intelligence, reconfigurable hardware systems, computational finance, evolutionary learning, memetic computing |
| Assoc Prof Lim Yee Fen | All aspects of law connected with information technology, including Artificial Intelligence law, Autonomous Vehicles law, Internet law, data protection law, privacy law, data analytics law, intellectual property law, cybersecurity and cybercrime law, e-commerce law, tort law, encryption law, and electronic signatures law.
Hannah also has a special interest in moral philosophy, especially its role in guiding law and law making. To this end, she has written one article on medical negligence law from a moral philosophical perspective. |
| Assoc Prof Lin Feng | Dr Lin's research interest includes biomedical informatics, biomedical imaging and visualization, computer graphics, and high-performance computing. Currently active funded projects include: AcRF - Nonrigid graphics shaders for GPU, AcRF - Physiologically-Based Modelling and Visualization of a Beating Heart, AcRF - Properties and Interactions of Functional Modules of the Human Brain Across the Life Span, AcRF - Computational Optical Precision Measurement, AcRF - Elucidate Novel Roles of Unliganded Progesterone Receptor in Breast Cancer, National Science Foundation - Size Detector of Bio-nanoparticles Integratable to Microfluidics, AcRF - In Silico Modelling of Ageing and Stem Cell Based Rejuvenation on Waddington’s Epigenetic Landscape. Completed projects include: AcRF - Full Field Optical Measurement for Transient Phenomena, A-Star/BMRC - Creating an In Vivo Navigational Cellular Fluorescence Imaging System with Dynamically Optimized Endomicroscopy, AcRF - Real-time Diagnostic Endomicroscopy, A-Star/SERC - Collaborative Creation and Application of Interactive Digital Media over the Internet, AcRF - Cellular Fluorescence Imaging with Endomicroscopy, AcRF - Dynamically Adaptable Neurocomputer and Its Application to Recognition of Steroid Hormone Response Elements, SingHealth Foundation Development of a Real-time Fluorescence Endoscopy Diagnostic System for the Early Detection of Oral and Bladder Cancers, NTU/BPE Cluster SEED Funding - Gene Expression Profiling with Oligonucleotide Microarray Technology, SCE ER Lab Research Programme Grant DNA Chip Design Programme, BMRC&NMRC Joint Research Fund - Elucidation of Expression Profiles of Genes in Alpha-fetoprotein Positive and Alpha-fetoprotein Negative Hepatocellular Carcinoma by cDNA Microarray Analysis, AcRF - Design and Simulation of Artificial Bone Implantation, NMRC Research Fund -Nasopharyngeal Carcinoma: 3D Imaging for Staging and Treatment Planning, AcRF - Design and Development of Bio-medical Devices Using Rapid Prototyping (RP) Techniques, AcRF - Real-time Dynamic Simulation, MOH & Singapore Totalisator Research Fund - Transforming Medical Ultrasound Scanning into 3-Dimensional Real-time Organ Imaging to Aid Clinical Diagnosis. |
| Asst Prof Lin Guosheng | My research interests are in machine learning and computer vision applications, particularly in visual recognition applications. |
| Asst Prof Lin Shang-Wei | Dr. LIN’s research interests can be classified into two main categories: theoretical and practical computer science. In the theoretical part, he focuses on formal methods including model checking and theorem proving. Currently, he is working on automatic compositional verification techniques to alleviate the state explosion problem with respect to model checking. In the practical part, he focuses on embedded system design, multi-core embedded software development, and application framework design on cyber physical systems. |
| Assoc Prof Lin Weisi | image processing, perceptual modeling, video compression, multimedia communication and computer vision |
| Assoc Prof Ling Keck Voon | Keck-Voon Ling's areas of experties include control and optimisation, Online Laboratorties and Embedded Systems. His current research interests include model predictive control, receding horizon estimation, and their embedded and high speed implementations.
Selected Publications
Model Predictive Control
KV Ling, JM Maciejowski and BF Wu, Embedded Model Predictive Control (MPC) using a FPGA, 17th IFAC World Congress, Seoul, Korea, 6-11 July 2008.
A. Richards, KV Ling, JM Maciejowski, Robust Multiplexed Model Predictive Control, European Control Conference, July 2007, pp.441-446
KV Ling, JM Maciejowski and BF Wu, Multiplexed Model Predictive Control, CUED Report, CUED/F-INFENG/TR.561, July 2006.
KV Ling, JM Maciejowski and BF Wu, Multiplexed Model Predictive Control, 16th IFAC World Congress, Prague, July 2005.
KV Ling and KW Lim, Receding Horizon Recursive State Estimation, IEEE Transactions on Automatic Control, Vol.44, No.9, pp.1750-1753, 1999.
KS Low, KY Chiun and KV Ling, ?Evaluating Generalised Predictive Control for a Brushless DC Drive?, IEEE Transactions on Power Electronics, Vol. 13, No. 6, pp. 1191-1198, November 1998.
KV Ling and KW Lim. A State Space GPC with Extension to Multi-Rate Control. Automatica, Vol.32, No.7, pp.1067-1071, 1996.
KV Ling and AL Dexter, ?Expert Control of Air-Conditioning Plant?, Automatica, Vol. 30, No. 5, pp. 761-773, May 1994.
Online Laboratories
Habib Mir M. Hosseini, Keck Voon Ling and Bing Duan, Learning Object Model for Online Laboratories, in: Handbook of Research on Instructional Systems and Technology, Volume II (Terry T. Kidd and holim Song, eds), Information Science Reference, Hershey, New York (2008), pp.768-784.
Bing DUAN, Habib Mir HOSSENIN, Keck Voon LING and Robert Keng Leng GAY, An Architecture for Online Laboratory E-Learning System, Journal of Distance Education Technologies, 4(2), 87-101, April-June, 2006.
Bing DUAN, Keck Voon LING, Habib Mir M. HOSSEINI and Robert Kheng Leng GAY, An e-Learning Model for Lab-based Courses, International Journal of Engineering Education, Vol.21, No.6, pp.1068-1075, 2005
KV Ling, Y Lai and K Chew, An online Internet laboratory for control experiments, in: Advances in Control Education 2000 (L Vlacic and M Brisk, eds), Pergamon, Great Britain (2001), pp.173-176. |
| Asst Prof Liu Sze Yeung, Elvis | High-Performance Computing, Military Simulation Systems, Computer Games, Distributed Virtual Environments, Parallel and Distributed Simulations, Physical Modeling, Collision Detection |
| Asst Prof Liu Yang | Dr Liu's current research interests are related to Formal Methods, Software Security and Software Engineering. Currently, He is heavily involved in the Process Analysis Toolkit (PAT) development, which is a self-contained framework to support composing, simulating and reasoning of various systems (e.g., concurrent and real-time systems, probabilistic systems, web-service, security protocols, sensor networks, software architecture description language and so on). PAT tool can be found at www.patroot.com |
| Asst Prof Lorenzo Masia | 1) Robotic Rehabilitation
2) Mechanical & Control Design
3) Mechatronics & Haptics
4) Biomechanics
5) Neural Control of Movements. |
| Assoc Prof Louis-Philippe Demers | To investigate Design, Digital Media and Media Arts from the interactive and embodied media perspectives.
To investigate Artistic, Aesthetic and Technological impact of digital media on humans under the following paradigm: As digital media, pervasive and ubiquitous computing are increasingly being part of our every day life, the researches focus on the human - the role of the body - at various levels
of the digital domain experience. Beyond the sole paradigm of Human Computer Interfaces (HCI), these researches will analyze and implement projects across the spectrum of Art & Design while correlating those to the spectrum of being close to the body -objects-, to a broader sphere -space- and finally to a
global container -culture-.
Keywords:
Social and Emotive Robotics, Entertainment Robotic, Robotic Toys, Hybrid Media, Interactive Media, Interaction Design, User Experience, Intelligent Objects, Wearable, Physical Computing, Ubiquitous Computing, Kinetic Architecture, Public Space, Public Art, Tangible Media, Haptic Devices, Multi-Touch, Surface Computing, Multi-User Environments, Theatre, Stage Design, Lighting Design, Live Performance Technologies, Augmented and Mixed Realities. |
| Assoc Prof Low Chor Ping | Combinatorial Optimization, Design & Analysis of Algorithms, Network Performance Modeling & Analysis, Algorithmic Graph Theory. |
| Asst Prof Lu Shijian | Image and Video Analytics
Visual Intelligence
Cognitive Vision
Machine Learning |
| Prof Lu Yilong | Prof LU Yilong's research interests include modern radar systems, antennas, array signal processing, microwave circuits/devices, computational electromagnetics, evolutionary computation for optimization of complex problems. His current research works focus on new radar system concepts and demonstration, integrated millimeter wave antenna array, vector antennas, and new approaches for estimation of direction of arrival.
Below is a more detailed list of his research interests:
1. Modern Radar Systems
1.1 Passive Radar (based on GSM, DTV and WiMAX illuminations)
1.2 High Frequency Surface Wave Radar (HFSWR)
1.3 Foliage Penetration Radar
1.4 Multiple-Input and Multiple-Output (MIMO) Radar
1.5 Radar Imaging
2. Antennas
2.1 Wire antennas
2.2 Microstrip antennas
2.3 Millimeter wave antennas
2.4 Cavity antennas
2.5 Conformal antennas
2.6 Vector antennas
3. Array Signal Processing
3.1 Arbitrary digital beamforming (DBF)
3.2 Estimation of direction of arrival (DoA)
4. Microwave/Optical Circuits/Devices
4.1 Microwave digital receiver modules
4.2 Microwave filters
4.3 Integrated dielectric waveguides
4.4 Photonic crystal fiber (PCF)
5. Computational Electromagnetics (CEM)
5.1 Finite Element Method (FEM)
5.2 Method of Moment (MoM)
5.3 Finite-Difference Time-Domain (FDTD) method
5.4 Wavelet Transform Method (WTM)
5.5 Efficient matrix equation solvers for generalized eigensystems
6. Evolutionary Computation
6.1 Genetic Algorithms (GA)
6.2 Particle Swarm Optimization (PSO)
6.3 Applications of Evolution Computation for Optimization of Complex problems
7. GUI Software Development
7.1 MATLAB NEC Toolbox (NEC: Numerical Electromagnetic Code)
7.2 MATLAB Receiver Toolbox
7.3 MATLAB Radar Toolbox |
| Assoc Prof Luo Jun | - Wireless Networking
- Network Modeling and Performance Evaluation
- Applied Operations Research
- Network Security |
| Prof Lye Sun Woh | His research interests include Design and process decision support systems. Statistical sensing and modeling analysis for mechanical design and processes, foam and composite design and manufacture. |
| Assoc Prof Ma Maode | Wireless Networking, Wireless Network Security, MAC layer Protocol Design, Performance Evaluation of Computer Networks |
| Asst Prof Mahardhika Pratama | ◾Fuzzy Machine Learning
◾Intelligent Control Systems
◾ Evolving and Intelligent Systems
◾ Data Stream Mining
◾ Big Data Analytics
◾ Real World Applications of Computational Intelligence
Topic 1: Advanced Evolving Intelligent System
Data stream mining is today one of the most challenging research topic, because we enter the data-rich era. This condition requires a computationally light learning algorithm, which is scalable to process large data streams.
Topic 2: Machine Learning Algorithm for Online Big Data Analytics
This project develops an online parallelization technique to be integrated with evolving intelligent system (EIS). Moreover, you will develop a data fusion technique, which will combine results of EIS from different data partitions.
Topic 3: Metacognitive Scaffolding Learning Machine
This project will be devoted to enhance our past works of the metacognitive scaffolding learning machine. It will study some refinements of learning modules to achieve better learning performances.
Topic 4: Advanced Evolving Intelligent System in a Complex Manufacturing Industry.
The cutting-edge learning methodologies developed in this project will pioneer frontier tool-condition monitoring technologies in manufacturing industries.
Topic 5: Online Text Classification Using Advanced Evolving Intelligent System
This project will not only cope with the exponential growth of data streams in the social media, but also will develop flexible machine learning solution, which adapts to the time-varying nature of the social media data. |
| Assoc Prof Mao Kezhi | Machine Learning, Deep Learning for Big Data, Information Fusion, Image/Video Analytics and Scene Understanding, Knowledge Extraction and Discovery |
| Asst Prof (Adj) Marius Erdt | Statistical Shape Modeling, Computer Aided Diagnosis, Automated Segmentation and Registration of 2D and 3D data, Volume Rendering and Visualisation, Automated Image based Quality Control, Machine Learning for Visual and Medical Computing, Augmented and Virtual Reality |
| Asst Prof (Adj) Markus Schlapfer | - Smart Cities
- Urban Informatics
- Data Analysis and Mining
- Network Theory/Complexity Science |
| Prof Miao Chun Yan | Dr. Jaclyn, Chunyan Miao's area of expertise are Agent, Multi-Agent Systems (MAS), Agent Oriented Software Engineering (AOSE), Semantic Web/Grid, Agent Augmented Interactive Media/gaming/storytelling, Agent Mediated e-services?mobile agents for wireless communications. Her current research works focus on infusing intelligent agents into interactive new media (virtual, mixed, mobile and pervasive media) to create novel experiences and dimensions in game design, interactive narrative and other real world agent systems. |
| Assoc Prof Mohammed Yakoob Siyal | Computer vision
Image processing
Medical image processing
Biometric-bases security
E-commerce
Watermarking
Computer architecture
IT |
| Assoc Prof Mu Yuguang | Research Fields
1. MD simulation method and data analysis method development.
2. DNA dynamics, DNA ?protein, DNA-counterions interaction study.
3. Peptide, protein folding, unfolding study, specially aimed at folding, misfolding mechanism which could lead to amyloid fibril.
4. RNA dynamics and folding study. |
| Dr Mukta Bansal | Title : Multi Agent Modeling to Supply Chain Management
Chemical Industries supply chain are unlike other industries supply chain due to specific features such as longer chains, complex transportation process, large inventory, complex manufacturing process, etc. These features of the chemical supply chain pose challenges to its effective management. The multi-agent approach is suitable for modeling the behavior of such supply chains as it can capture the dynamics and complexity of the supply chain and in a comprehensive and extendable fashion.
Significance: We develop an agent-based framework (G2-MADE) to model the functions, activities, and dynamics of the supply chain in its normal as well as disrupted states. This agent-based framework lends itself to decision support required in the face of exogenous supply chain disturbances such as ship delays, demand changes, etc. We also evaluate different business processes and supply chain configurations enabling well-rounded decisions related both to the structure and parameters of the supply chain.
Title : Sourcing and Supply Contracts Selection Strategy in Supply Chain Planning
A multinational company’s purchases go well beyond basic raw materials; they include catalysts, indirect materials, additives, etc. Strategic sourcing contracts offer several advantages and are common practice in many industries, especially the chemical industry. However, contracts come in various shades of price, commitments, duration, terms, flexibility, lead-time, quality, discounts, product bundling, etc. Selecting the best contracts and suppliers for a company’s globally distributed sites in an integrated and global business environment can be nontrivial.
Significance: We propose a relatively comprehensive classification of material supply contracts and propose a multi-period mathematical programming model that selects optimal contracts for the minimum total procurement cost in the face of several practical considerations such as different contract types, multi-tier prices and discounts, logistics and inventory costs, quantity/dollar purchase commitments, spot market, product bundling, etc. Our examples demonstrate substantial savings over ad hoc or heuristic methods.
Title : Outsourcing and Selection of Third-Party Logistics Contracts
Logistics costs in the chemical and related industries are among the highest in asset-intensive supply chains. Having managed the intraplant logistics well for years, companies are now looking for ways to lower the cost of enterprise-wide logistics by increasingly outsourcing a variety of logistics services to third-party logistics firm globally.
Significance: We present a systematic framework for managing chemical logistics in an integrated manner. It is a novel approach to represent logistics tasks in terms of recipes and recipe superstructures. Using this representation, we develop a mixed-integer linear programming formulation to fulfill the logistics needs of a global enterprise in terms of 3PL contracts and in-house execution. The goal is to obtain the contracts, and thus the 3PLs, that serve the total needs of a company in an integrated manner and with the minimum cost. |
| Prof Nadia Magnenat Thalmann | Nadia Magnenat-Thalmann’s interests are mainly on Virtual humans, both on the creative and the algorithmic side. One recent interest is to model the physiological Virtual Human, including specific individual modelling of organs.
Among recent topics of interests :
- Interactive Autonomous Virtual Humans and Social Robots
- Modelling personalities, emotions, memory processes and relationship models
- Physics-based modelling of deformations of soft tissue
- Segmentation methods for MRI data
- 3D Fabrication |
| Assoc Prof Ng Wee Keong | Data Analytics and Data Mining
Information Security, Trust and Privacy
Social Networks and Informatics
Cloud Computing and Applications |
| Asst Prof Ng Woon Lam | His research interests include areas in Art Education, Scientific study of art materials, Oriental Art History and Culture, South East Asia Art, Classical Painting language in Contemporary Art and Digital Animation, Digital Painting, Design, Illustration and Fine Art.
Potential researchers, Phd / MA students may contact him directly to discuss possible research collaborations or supervision.
Looking for suitable MA students to work on Fine Art related research, focusing on colors and design |
| Mr Oh Hong Lye | Embedded System
Wireless Connectivity |
| Asst Prof Okan Duru | Shipping Asset Management
Port/Terminal Management
Computer Intelligence for Finance and Economics
Behavioral Economics of Shipping Business
Shipping markets and Freight rate theory
Forecasting Support Systems (FSS) |
| Prof Ong Yew Soon | Dr. Yew Soon Ong expertise and research interests lie in computational intelligence, spanning: Memetic computing, Evolutionary computation, Machine Learning and Cloud Computing. |
| Dr Owen Noel Newton Fernando | Human-Computer Interaction
Natural Interfaces and Interactions
Multimodal Interfaces & Interactive Systems
Mobile Augmented Reality |
| Asst Prof Pan, Sinno Jialin | Machine learning, data mining, artificial intelligence, and their applications to opinion mining, social media analysis, information extraction in text, WiFi-based indoor mobile localization, recommender system, and software engineering. |
| Asst Prof Paterek Tomasz | I am interested in foundations and limits of quantum mechanics and in studies on the border between quantum physics and other fields of science such as information theory, computing, mathematics, biology or gravity. |
| Prof Peter M. A. Sloot | I try to understand how nature processes information. I study this 'natural information processing' in complex systems by computational modeling and simulation as well as through formal methods. My work is applied to a large variety of disciplines with a focus on -but not limited to- Biomedicine. Recent work is on modeling the virology and epidemiology of infectious diseases, notably HIV, through Complex Networks, Cellular Automata and Multi-Agents. Recently in my work I try to build bridges to socio-dynamics. Currently I lead two large EU projects: ViroLab and DynaNets and supervise research from various NIH, NSF and NWO and Royal Academy projects.
See: http://www.peter-sloot.com/ |
| Assoc Prof Ponnuthurai Nagaratnam Suganthan | My primary research areas are evolutionary computation (or optimization) methods such as the particle swarm optimization, differential evolution and evolutionary programming and pattern recognition. We apply these methods to solve problems in domains such as optics, bioinformatics and so on. |
| Assoc Prof Qian Kemao | Dr Qian's areas of expertise are optical metrology, image processing and computer animation. |
| Assoc Prof Qiu Lin | Social Psychology, Cultural Psychology, Cyberpsychology, Computer-mediated Communication, Engineering Psychology, Human-computer Interaction, Computational Social Science |
| Assoc Prof Quek Hiok Chai | His main interests includes the research and study of brain-inspired functional and computational models of memory structures that underlie the human reasoning process. In addition, advanced brain-inspired reasoning and cognition frameworks such as focus of attention, affect modeling, skill learning from novice to expert are actively investigated using the neurocognitive informatic approach. Fuzzy, Fuzzy neural, Neural, GA, GA-Neural, Rough set that maps formal fuzzy logical structures onto neural systems to perform fuzzy set derivation and Rule identification/reduction are investigated. The development of architectures that supports on-line and off-line learning fuzzy intelligent rule based systems is examined. The research issues cover fuzzy clustering, learning, modeling, fuzzy rule model, etc. These basic techniques are used to craft the brain-inspired memory learning systems. These memory learning structures are the building blocks of the functional neuro-cognitive brain and they can be broadly classified into huppocampal global semantic memories and neocortical like semantic association memories. In addition, research into CMAC and in-house developed MCMACs and Fuzzy MCMACs are actively pursued. They form a class of cerebellar like association memories that have excellent memory resolution and recall. The application areas are extensive as they rely heavily on the basic research into brain-inspired learning memory structures and brain-inspired cognitive architectures for emotion, cognition and perception modeling. The exciting application areas include computational finance ? arbitration, portfolio, trend analysis, bond and commodity trading; biomedical engineering ? diabetes modeling and control, ICU ventilator control; Affect modeling for edutainment, forensic tools, marketing research tools; Medical decision support tools ? thermograph analysis, pediatric leukemia and ovarian cancer analysis; Intelligent transportation analysis tools ? trend analysis and incident monitoring; as well as student affect modeling in Intelligent Tutoring System. |
| Prof Rajapakse Jagath Chandana | Professor Rajapakse's areas of expertise are machine learning, brain imaging, and computational and systems biology.
Professor Rajapakse has pioneered several techniques for analysis of anatomical and functional MR images. His team was the first to develop techniques to model brain connectivity in an exploratory manner, using functional MR images. Presently, his team is investigating brain connectivity patterns underlying higher-order brain functions such as language and memory, and brain disease such as Parkinson's disease. He is also working on potential applications of brain connectivity and constrained independent component analysis (cICA) in Brain Computater Interface applications, especially in identifying different mental states and extracting features robust to inter- and intra-subject variations.
Professor Rajapakse is presently working on identifying key targets in biological pathways. His research is centered on identifying co-regulated genes, building gene regulary networks, fusion of protein-interactions, and identifying key molecules and core networks in pathways. His team also develops techniques to segment cells and nuclei, identify protein subcellular localizations, and model spatiotemporal changes of cell morphologies from cellular images obtained from electron microscopy and high content screening. |
| Prof Seah Hock Soon | Prof Seah Hock Soon has more than 20 years experience in Computer Graphics and Imaging research. His current research areas are in geometric modeling, image sequence analysis with applications to digital film effects, automatic in-between frame generation from hand-drawn sketches, augmented reality, and advanced medical visualization. |
| Assoc Prof Song Qing | One general principle about the on-going research is that the available research results do
not always fit well with the realities and complexities of the real world. This is obvious to
experienced academic researchers, and I am convinced that a unified approach from
fundamental theories to practical implementations can greatly reduce the difficulty of
doing useful research on complex real world problems. The major focus of my current
academic research work has been on exploring the usefulness of new theoretical
results for practical applications in the area of intelligent computing systems. Important information:
A PhD Research student scholarship is open currently for outstanding graduate students with good academic record. Please send in your CV as soon as possible for the research topic of intelligent NAO robot based on a popular research platform used by 135 research universities (http://www.youtube.com/watch?v=AY3crlIkKzI&feature=g-all-u&context=G2621eb2FAAAAAAAADAA). |
| Assoc Prof Sourav Saha Bhowmick | Data management, data analytics, computational systems biology, and computational social science. |
| Asst Prof Su Rong | (1) supervisory control of discrete-event systems
(2) model-based fault diagnosis of discrete-event systems
(3) system modeling, verification and algorithm analysis |
| Assoc Prof Sun Aixin | Information Retrieval; Text/Web Mining; Social Computing; Multimedia |
| Prof Sun Chengzheng | Professor Sun's current research focuses on collaborative Internet computing, which lies at the intersections of Computer-Supported Cooperative Work (CSCW), distributed systems and computer communication networks, human-computer interaction, and software engineering. Major applications of his research include: collaborative productivity systems (e.g. collaborative word processors, slide authoring and presentation tools, spreadsheets, web page design tools, graphics drawing tools, and image/photo editors), collaborative design and engineering (e.g. collaborative Computer-Aided Design (CAD) and Computer-Aided Software Engineering (CASE) systems), and collaborative virtual environments (e.g. collaborative distributed simulation, virtual enterprise, and network-based multi-user games). |
| Assoc Prof Suresh Sundaram | Cognitive Computation
Guidance and Control of Aerospace Vehicles
Unmanned Aerial Vehicle Design
Machine Learning
Applied Game Theory
Optimization
Distributed Computing
Computer Vision |
| Assoc Prof Tai Kang | design automation, design optimization, multiobjective optimization, structural optimization, topology optimization, shape optimization, evolutionary computation, genetic and evolutionary algorithms, computational intelligence, discrete and combinatorial optimization, compliant mechanisms, flexural mechanisms, finite and boundary element analysis, paperboard packaging, folding and unfolding of 3D folded structures, flat pattern design, computational geometry, UAV trajectory planning, sensor network deployment, probability collectives, collective intelligence, system identification, mathematical modeling |
| Prof Tan Ah Hwee | Prof Tan's research areas include intelligent agents, cognitive and neural systems, machine learning, knowledge discovery and text mining.
His current projects focus on Silver Assistants for Ageing in Place (with UBC-NTU Research Centre of Excellence for Active Living of Elderly - LILY), Learning and Memory (with DSO National Laboratories), and Joint Situation Awareness Modelling and Collaborative Reinforcement Learning (with STE-NTU Corp Lab). |
| Assoc Prof Tan Eng Leong | Computational electromagnetics/optics/acoustics - FDTD, ADI/LOD/SS, fundamental implicit schemes; RF/Microwave IC; SAW/BAW; Photonic crystals, phononic crystals |
| Mr Tan Kheng Leong | - Software Engineering Methodologies
- Mobile Devices Security
- Software/Application Security |
| Asst Prof Tan Rui | Cyber-physical systems, wireless sensor networks, and information security in these systems |
| Assoc Prof Tan Soon Keat | Dr Tan's research interests include application of geographical information system (GIS) in water resources, numerical simulation of flow for hydraulics and coastal engineering applications. His current research projects include hydrodynamic consideration of mega underwater structures and application of wetland technologies in the removal of pharmaceutical products from wastewater streams.
Dr Tan specilaises in urban water management, rainfall-runoff modeling as well as water quality modeling, flooding, drainage, urban response, climate change and future scenarios analysis. Managing surface water in terms of quantitative distribution, storage and transport, removal of water-borne contaminant, particularly trace quantity of drugs and pharmaceutical products from waste-water streams are challenges in the management of water resources, and in particular, supply of raw water in the face of climate change and rapid urbanisation. A viable and feasible solution is to employ wetland technology as a means to remove contaminants and management of peak runoff. Under the supervision of Dr Tan, a research team is carrying out a series of constructed wetlands experiments with raw water spiked with selected contaminants. The research work has produced meaningful results and highly cited publications since its inception in 2009.
Currently Dr Tan is leading research work on strategic development of coastal, urban scape and water resources, in response to climate change as well as developmental scenarios. |
| Assoc Prof Tang Xueyan | Distributed systems, mobile and pervasive computing, wireless sensor networks. |
| Asst Prof Tay Wee Peng | - distributed signal processing and algorithms
- data fusion, decision making
- sensor network management and performance analysis
- information theory
- machine learning
- applied probability and statistics |
| Prof Thambipillai Srikanthan | His research interests include design methodologies for complex embedded systems, architectural translations of compute intensive algorithms, computer arithmetic and high-speed techniques for image processing and dynamic routing.
He has published more than 250 technical papers including 60 journals in IEEE Transactions, IEE Proceedings and other reputed international journals. His services as a key consultant to embedded systems industry, both locally and internationally are continually being sought for.
His specific research contributions have led to design and development of a number of innovative embedded solutions for consumer market. His pioneering efforts in low-cost roadway navigation and image processing solutions have led to commercially viable intellectual properties. He has pioneered the development of techniques based on artificial intelligence heuristics to accelerate embedded computations.
His current projects involve the development of novel techniques for vision-enabled embedded systems as well as design methodologies to shorten the Time-To-Market (TTM) and to reduce Non-Recurring Engineering (NRE) costs. |
| Prof Theng Yin Leng | Theng's research interests are mainly in user-centred design, interaction design and usability engineering. She has participated in varying capacities as principal investigator, co-investigator and collaborator in numerous research projects in the United Kingdom and Singapore since 1998. In the area of research, Dr.Theng’s philosophy is about doing worthwhile, scientifically-based experimental Human-Computer Interaction in understanding users and their interactions, especially for Information Systems, in her earlier research on the World Wide Web and Digital Libraries, and with recent focus on interactive systems/devices for Healthcare and Education. Her main research interest is to develop innovative tools, techniques, methods and models to assist in the design and evaluation of interactive systems/devices, making research relevant and impacting society. From 2003 to 2015, as a PI, she has garnered a total of slightly over S$3M as PI and about S$2M as Co-PI and Collaborator. Dr. Theng has more than 200 papers and publishes widely in top-tiered international journals and conferences. Recent interests include applying user issues to elderly & technologies, games for health, health informatics, smart nation & metrics. |
| Assoc Prof Troy Lee | Troy Lee joined the Division of Mathematical Sciences (School of Physical and Mathematical Sciences) in September 2013. He received his Bachelors degree with honors in mathematics from the California Institute of Technology in 2000. From there, he went to the University of Amsterdam, for both Masters (2001) and PhD (2006) degrees, writing a thesis on Kolmogorov Complexity and Formula Size Lower Bounds. He won a Rubicon Fellowship from the Netherlands Science Foundation to do a Postdoc at University of Orsay, Paris. Then he spent two years as a postdoc at Rutgers University with a National Science Foundation Research Fellowhip, and one year at Columbia University. In 2010 he joined the Centre for Quantum Technologies as a Senior Research Fellow and has a joint appointment with NTU and CQT. In 2013 he was awarded a NRF fellowship. |
| Assoc Prof Tung Lai Lai | My current research interest includes examining the cognitive and behavioral issues of participants in virtual communities. Another separate research track looks at website effectiveness from the dual-perspective of web-designers and users. |
| Dr Venkatesan Guruswami | Theoretical computer science. Specific sub-fields of interest include error-correcting codes, approximation complexity of optimization problems, constraint satisfaction problems, computational complexity theory, pseudorandomness, probabilistically checkable proofs, communication complexity, streaming computation, algebra and computation. |
| Assoc Prof Vinod Achutavarrier Prasad | Digital Signal Processing, Low Power Reconfigurable DSP Circuits for Software Radio and Cognitive Radio, Biomedical Signal Processing, Brain-Computer Interface, Number Theoretic Transforms for Signal processing and Communications
ACTIVE RESEARCH GRANTS:
- Project grants amounting $298,344 as Principal Investigator (Funding from MOE, MINDEF, Merlion
(France-Singapore Cooperation), European Aeronautic Defence & Space Company (EADS).
- Project grants amounting $54,194 as Co-Investigator (Funding from MOE). |
| Prof Vu N. Duong | My research interests are in the junction of Air Traffic Management, Artificial Intelligence, Complex Systems Modelling, and Data Analytics. |
| Assoc Prof Vun Chan Hua, Nicholas | Prof Nicholas Vun's areas of expertise are embedded system design, switch mode power supply, and embedded data acquisition system. His current research works focus on developing embedded signal conversion and signal processing techniques based on compressive sensing and number theory approach. |
| Assoc Prof Wang Han | Prof. Wang' research interests include:
(1) Computer Vision
(2) 2D/2D image tracking
(3) Object recognition
(4) Mobile robot navigation using vision
(5) Vision application for robots |
| Assoc Prof Wang Huaxiong | Cryptography Information Security, Coding Theory, Combinatorics, Theoretical Computer Science |
| Assoc Prof Wang Ping | - Multimedia wireless communications
- Distributed resource allocation
- Quality-of-service (QoS) provisioning
- Medium access control, call admission control, and congestion control
- Cross-layer design |
| Assoc Prof Wen Yonggang | Cloud Computing and Data Centre
Multimedia Communication and Computing
Big Data Analytics
Mobile Communication and Computing
Green Information and Communication Technologies |
| Dr Wilson Goh | 1) Developing network-based algorithms for resolving idiosyncratic issues in –omics data (see https://rpubs.com/gohwils for examples of some published software packages in R)
2) Developing novel approaches for multi-level data integration in translational research
3) Developing robust biomarker and drug target prediction techniques based on improved statistical frameworks |
| Assoc Prof Wu Hongjun | Cryptography, cryptanalysis, computer security |
| Assoc Prof Xavier Bresson | Data Science
Deep Learning
Artificial Intelligence
Computer Vision
Sparse Convex Optimization
Spectral Graph Theory |
| Asst Prof Xia Kelin | Dr. Kelin Xia's research focuses on three aspects: mathematical modeling of biomolecule, topological data analysis and elliptic interface problem. The first subject of his research is to construct multiscale geometric models based on the variational multiscale theory. With these models, the features of biomolecular surface and structure can be characterized and quantitatively analyzed. Further, these models can be used in the study of surface visualization, protein-protein interaction, drug design, protein flexibility, and protein folding.
Topological data analysis is his recent interest. For the first time, he applies persistent homology in the analysis of fullerene molecule properties, i.e., topological structure, heat formation energy, and isomer stability. He utilizes persistent homology for protein rigidity, flexibility and folding analysis. He proposes a multidimensional persistence scheme and a multiresolution topological simplification method, and further applied both in excessively large biomolecular data analysis.
The last subject belongs to scientific computation. A major emphasis of his research is to design robust and highly accurate schemes specifically for the elliptic interface problem from the realistic biological setting. In general, challenges come from the complex geometry originated from complicated biomolecular structure. |
| Assoc Prof Xiao Gaoxi | * Complex Systems and Networks
* Optical and Wireless Networking
* Internet Technologies
* Network Security |
| Assoc Prof Xiao Xiaokui | Database management -- especially data privacy, spatial databases, social networks, and cloud computing |
| Assoc Prof Xie Ming | Intelligent Vehicle, Humanoid Robot, Machine Intelligence. |
| Prof Xing Chaoping | Algebraic curves over finite fields; application of algebraic geometry and number theory to block coding, quantum coding, space-time coding, cryptograpgy and quasi-Monte Carlo methods; lattice packings. |
| Assoc Prof Yap Kim Hui | Dr. Yap's main research interests include image/video processing, media content analysis, computer vision, human-computer interaction, and computational intelligence. |
| Assoc Prof Yeo Chai Kiat | Her research focus is on Heterogeneous and robust MANETs, Pervasive Wireless Access and Seamless Mobile Communication in Mobile Ad Hoc Networks, IP Mobility, overlay networks and Peer-to-Peer Systems, Speech Enhancement and Processing. |
| Asst Prof Yu Hao | smart energy-efficient data analytics, links and sensors |
| Assoc Prof Yuan Junsong | Computer vision, video analytics, human computer interaction, multimedia search and data mining, biomedical image analysis |
| Assoc Prof Yvonne Lam Ying Hung | Assoc Prof Yvonne Lam's research interests are in analogue IC design as well as Analogue Design Automation. |
| Assoc Prof Zhang Jie | Jie Zhang's research is in the general area of Artificial Intelligence and Multi-Agent Systems, and has been focused on trust management in open, large, dynamic and uncertain environments where users represented by software agents may be deceptive. In particular, he has been addressing the challenging robustness issue in trust management where trust systems become the target of attacks. He has also focused on designing tailored trust systems for emerging application domains (e.g. e-commerce, recommender systems, networking, etc.) to meet specific requirements imposed by the special characteristics of those different application domains. Another major direction of his research is in the design of multi-agent systems and mechanisms that create incentives for agents to behave honestly.
+ Artificial Intelligence
+ Multi-Agent Systems
+ Trust Management
+ Incentive Mechanism |
| Assoc Prof Zheng Jianmin | Dr Zheng's areas of expertise are computer aided geometric design and computer graphics. His current research work focuses on T-splines, subdivision surfaces, interactive digital media processing, and sketch-based modeling. |
| Asst Prof Zheng Jie | Computational Biology and Bioinformatics
Genomics and Epigenomics
Systems Biology
Molecular Evolution, Comparative & Population Genomics
Algorithm Design, Scientific Data Mining and Knowledge Discovery |
| Prof Zhong Wende | Dr Zhong has broad research interests including data center system, smart grid, performance evaluation and optimization, and optical communication system and network. |
| Asst Prof Zinovi Rabinovich | Multi-agent Systems, Artificial Intelligence, Modelling of Manipulative Interaction, Perceptual Control and Emergent Behaviour |
