Name | Research Interests |
Assoc Prof Andy Khong Wai Hoong | Acoustic source localization
Microphone array signal processing
Speech enhancement
Learning analytics
Machine learning algorithms for NLP applications |
Asst Prof Ariel David Neufeld | His research focuses on:
-Machine Learning Algorithms in Finance and Insurance
-Model Uncertainty in Financial Markets
-Annuity Contract Theory
-Financial & Insurance Mathematics
-Stochastic Analysis & Stochastic Optimal Control |
Asst Prof Byeong-Je An | Asset Pricing, Macro-Finance, Derivatives, Delegated Asset Management, Pension Plans |
Prof Chang Xin | Corporate Finance, Stock Valuation, M&As, Corporate Innovation, Corporate Social Responsibilities |
Assoc Prof Charlie Charoenwong | Dr. Charoenwong's current research interests are in market microstructure, market efficiency, and investments. His publications appear in international refereed journals such as Journal of Banking and Finance, Financial Management, Financial Review, Journal of Futures Markets, Journal of Risk and Insurance, Review of Quantitative Finance and Accounting, and Advances in Pacific Basin Financial Markets. |
Asst Prof Chen Guojun | Risk management; Corporate Cash Savings and Investment; Macroeconomics and Finance; Corporate Finance Theory and Empirical Studies. |
Assoc Prof Cheong Siew Ann | Asst Prof CHEONG Siew Ann's areas of expertise are in computational physics, complex system dynamics, and bioinformatics. He is currently working on the development of self-consistent stochastic boundary conditions for ab initio and molecular dynamics simulations, methods to accelerate Monte Carlo simulations and high-dimensional optimization. He is also interested in developing automatic coarse-graining algorithms to perform data-driven identification of effective degrees of freedom in financial markets, very-large-scale computer simulations. He is also working on applying ideas from the Renormalization Group in statistical physics to the mining of very-large-scale databases. |
Asst Prof Cheung Sai Hung | -Catastrophe risk modeling, analysis, mitigation and management due to natural disasters and man-made hazards
-Reliability, Risk engineering and science
-Stochastic dynamics
-Complexity science
-Earthquake engineering, Performance-based engineering
-Sustainable urban planning and development
-Climate Change Impact Studies
-Optimal decision making, design and control under uncertainty
-Uncertainty quantification, System identification
-Structural health monitoring |
Asst Prof Dawoon Kim | Corporate Finance and Corporate Governance |
Assoc Prof Georgios Christopoulos | *********Update*: Please go tohttps://deonlabblog.wordpress.com/ for my lab webpage
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Broadly, I am interested in exploring the mechanisms that describe and/or affect behavioral and neuronal responses while humans make decisions, especially in social settings. This is of course a very general question that encompasses very diverse topics such as:
- Individual decision making (deciding on the absence of social information. Risk is one of my main interests)
- Social decision making and strategic interactions (deciding while other agents are socially visible and present: allocation of resources; competition and cooperation, learning)
- Organizational Neuroscience (organizations are the ecology of the modern human; I am interested in how the structure of organizations influences biology and vice versa)
Coming to Singapore and NBS I found an environment with outstanding expertise in Cultural Psychology; my aim is to integrate this expertise with my interests.
Methods
Special emphasis should be given to the methods. I try to integrate different approaches aiming in exploring mechanisms while moving away from simple descriptive approaches, which while interesting are not anymore adequate to help us understand and predict behavior. To that aim I use:
- Behavioral experiments and game-theoretic inspired approaches modeling social interactions and decision making.
- Psychophysics
- Computational Modeling
- Biological and genetic measures (eye-tracking, skin conductance etc)
- Functional Magnetic Resonance Imaging to encode brain responses
1. Christopoulos G, Kokkinaki F, Harvey N., Sevdalis N, (Accepted) Paying for no reason? (Mis-)perceptions of product attributes in separate versus joint product evaluation. Journal of Economic Psychology
2. Christopoulos GI, Tobler pn. Bossaerts, P, Dolan RK, Schultz W (2009) Neural correlates of value, risk and risk aversion contributing to decision making under risk. Journal of Neuroscience, Oct 7, 2009, 29(40):12574-12583.
3. Tobler PN, Christopoulos GI, O'Doherty JP, Dolan RJ, Schultz W.(2009) Risk-dependent reward value signal in human prefrontal cortex. PNAS U S A. Apr 28;106(17):7185-90.
4. Tobler PN, Christopoulos GI, O'Doherty JP, Dolan RJ, Schultz W. (2008) Neuronal distortions of reward probability without choice. Journal of Neuroscience. Nov 5;28(45):11703-11. |
Assoc Prof Huang Weihong | Dr. Huang has wide research interests ranging from microeconomics, industrial organization, financial economics, public economics to nonlinear economic dynamics. Recently, Dr Huang has devoted much time and effort to reexamine the economic behaviors from the perspective of ancient Chinese philosophy. In recent years, he has devoted his most effort in incorporating ancient philosophical wisdom to the analysis of the economic behaviors. |
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 |
Prof Kang Jun-Koo | Dr. Kang's research interests include corporate finance and international finance, particularly cross-border mergers and acquisitions, corporate governance, capital raising, international portfolio allocation, and banking. |
Dr Kong Yoon Kee | Contrarian strategies, asset pricing, financial risk management, derivatives software. |
Assoc Prof Lam Siu Lee | Management, strategy and modelling for supply chains, shipping, ports and other related areas;
Development of integrated intelligent systems/ decision support systems;
Innovation, including data analytics, block chain;
Port competition and cooperation;
Energy;
Sustainable development;
Risk management;
Logistics and Supply chain management;
Econometrics;
Maritime and port policy;
Trade and maritime developments, especially for Asia, including Belt and Road Initiative |
Assoc Prof Lee Kin Wai | Dr. Lee Kin Wai's areas of expertise are corporate governance, financial accounting issues and business valuation. |
Dr Leon Chuen Hwa | Dr. Leon current research interests are in the areas of asset pricing, financial modeling, investment, portfolio and risk management. |
Assoc Prof Lim Meng Hiot | Computational intelligence, reconfigurable hardware systems, computational finance, evolutionary learning, memetic computing |
Prof Low Buen Sin | International financial markets, Derivative Securities, and Investment. |
Dr Michelle Phang Mee Seong | Dr Phang’s research interests are in management control systems, risk management, knowledge management, and firm performance. Her projects primarily focus on investigating the impact of management control systems within the risk management context, exploring the relationship between use of management control systems and knowledge sharing, and examining the roles of knowledge sharing in competency development.
She was a recipient of the Best Paper Award (Education) at the Accounting and Finance Association of Australia and New Zealand Conference in 2011. Her research projects also received the MIA Articles of Merit Award from the Malaysia Institute of Accountants in 2010, and the Highly Commended Paper Award from the Emerald Literati Network Award for Excellence in 2012. |
Dr Nie Ciyu | -cyber risk modelling
-ruin theory
-data modelling
-longevity modelling
-risk analytics |
Prof Pan Tso-Chien | Damage Assessment of buildings subjected to dynamic loading
Structural design for blast loading and missile impacts
Vibration isolation for structures and equipment
Seismic hazard, vulnerability and risk assessments |
Asst Prof Park Hoonsuk | Household finance, real estate, behavioral finance, experimental finance. |
Prof Poh Eng Kee | Assoc Prof (Adj.) Dr Poh Eng Kee specializes in guidance, navigation, control and signal processing. His areas of research focus on advanced navigation and control design for unmanned aerial vehicles and autonomous underwater vehicle, satellite formation control and communication, GPS receiver design and algorithms. |
Asst Prof Pun Chi Seng | Financial Mathematics: Robust Stochastic/Impulse Controls, Time-Inconsistency, Systemic Risk Measures, Perturbation Methods, Derivatives Pricing
Big Data Analytics, esp. in Finance: High-Dimensional Statistics, Functional Time Series Analysis, (Statistical, Deep, Sparse) Learning, Topological Data Mining
Financial Technology (FinTech): AI+Finance |
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 Shaun Shuxun Wang | Dr. Wang’s research interests include actuarial valuation framework, ageing and longevity, climate changes and catastrophe risks, cyber risks, insurance capital standards, and long-term saving and investments. |
Assoc Prof Shinichi Kamiya | Reputation, catastrophe insurance, and corporate risk management |
Assoc Prof Shu Jian Jun | Associate Professor Jian-Jun SHU's areas of expertise are Applied Mathematics, Thermo-Fluid Mechanics and Biophysics. His current research works focus on Biomolecular Mediated Computer, Mathematical Strategame Theory and Nano/Micro Fluids.
My published works have inspired articles, interviews, editorials worldwide. See some selected links below:
The next step in DNA computing: GPS mapping? http://www.acs.org/content/acs/en/pressroom/presspacs/2015/acs-presspac-may-6-2015/the-next-step-in-dna-computing-gps-mapping.html
The next computer: Your genes http://www.physorg.com/news/2011-05-genes.html
Efficient DNA-based computing could replace silicon http://www.popsci.com/science/article/2011-05/faster-more-efficient-dna-based-computing-could-replace-silicon
Is DNA computing going to terminate Internet banking? http://arstechnica.com/science/news/2011/05/is-dna-computing-going-to-terminate-internet-banking.ars
Computing with DNA http://kemo-d7.livejournal.com/1190416.html
DNA计算机: 计算的未来 http://sztqb.sznews.com/html/2011-05/30/content_1593552.htm (in Chinese-中文)
DNA是计算的未来 http://www.mittrchinese.com/single.php?p=61864 (in Chinese-中文)
科学家拟造DNA环保电脑 http://newspaper.jfdaily.com/xwcb/html/2011-08/31/content_646298.htm (in Chinese-中文)
Computadoras del futuro estarán basadas en ADN http://www.tecnopc.org/noticias/computadoras-del-futuro-estaran-basadas-en-adn/ (in Spanish-Español)
Futuros computadores pueden ser a base de ADN http://buscandoladolaverdad.blogspot.com/2011/05/futuros-computadores-pueden-ser-base-en.html (in Spanish-Español)
La siguiente computadora - Tus genes http://www.neotroid.com/index.php/tecnologia/la-siguiente-computadora-tus-genes.html (in Spanish-Español)
Computadoras con base en ADN http://www.zonafranca.mx/computadoras-con-base-en-adn/ (in Galician-Galego)
Calculatoarele viitorului ar putea fi pe bază de ADN http://totb.ro/?p=12767 (in Romanian-Română)
ДНК — Будущее вычислительной области http://compblog.ilc.edu.ru/blog/science/2108.html (in Russian-Русский)
ДНК-Компьютер идет на смену своему кремниевому собрату? http://globalscience.ru/article/read/19396/ (in Russian-Русский)
Der nächste computer- Unsere gene! http://www.denkmaschinen.ch/2011/05/17/der-nachste-computer-unsere-gene/ (in German-Deutsch) |
Prof Stephen Geoffrey Dimmock | Portfolio Choice, Institutional Investors, Behavioral Finance, Endowment Funds |
Dr Tan Ken Seng | Professor Tan’s research interests lie at the intersection of actuarial science, insurance, finance, mathematics, and statistics. Much of his work relates to the development and implementation of innovative approaches to risk management, (re)insurance, and computational finance. Some of these include
• modelling and analyzing the risks involved in long-term insurance contracts with embedded financial guarantees;
• modelling and analyzing mortality and longevity risks;
• designing optimal (re)insurance policies;
• designing innovative approaches to agricultural insurance and agricultural risk management;
• providing state-of-the-art quasi-Monte Carlo algorithms for solving high-dimensional computational problems. |
Dr Teoh Teik Toe | 2016
Singapore University Technology & Design (SUTD)
Research Fellow - Post Doctorate
Artificial Intelligence – Deep Learning in Cyber Security lab
Project:
Cyber Security Log with Big Data, High Velocity, Machine Learning/Deep Learning Analysis using Weka, Matlab and Python
Computation model include: Fuzzy, K-mean, PCA, MLP, Ngram, HMM, Recurrent Neural Nework, LSTM, CNN.
2013 to 2015 (Own Business)
CT Solution - Enterprise Resource Software (ERP)
Inventory and Order Management, Accounting, Human Resources, Customer Relationship Management (CRM), E-commerce (B-B, B-C), Production Management, Supply Chain Management.
2006 to 2012
NTU - Autism Detection: Using Fuzzy-Neural network including Self Organization Map to develop a computational model to detect Autism using Weka, Visual Basic and Matlab.
NTU - Face Detection: Using Neural Network, Multi-Layer Perceptron, Decision Tree, Naïve Bayesian, SVM, Kmean, KNN develop in both Computer and Mobile phone using Weka Visual Basic, Matlab, C++ and C#.
NTU - Facial Recognition: Using Neural Network Multi-Layer Perceptron, Naïve Bayesian, Kmean, KNN develop in both Computer and Mobile phone using Weka, Visual Basic, Matlab, C++ and C#.
NTU - Emotion Recognition: Using Fuzzy-Neural network, GA, Hidden Markov to develop a computational model to recognize human emotion using Weka, Visual Basic, Matlab.
2003 to 2005
AStar - Develop Swimming Pool Drown Detection, Image Compression.
MOE - Operation software
E-commerce, Hotel software, SMS gateway, school financial system, Computer tracking monitoring and control system, operation data and reporting software in general, Inventory Management, Customer Relationship Management, Asset Tracking, Attendance system, Visitor Tracking, Point of Sales, Store Management.
1995 to 2002 (Own Business)
VMS Technology - Telephony Software
Develop Voce mil system, call accounting software, call center, voice logger, call sequencer, computer telephone integration, Voice response system, ringtone and logo mobile phone downloading, interactive chat line.
1991 to 1994
HP - Develop software for HP Printer production line
-Operation - generating serial label, testing, packaging and communication with PLC
-Management - collecting of data, generate reports, real time monitoring
administration of Production and development server and data base under HP-UX environment. |
Assoc Prof Tiong Lee Kong, Robert | Areas of research interests:
1. catastrophe risk assessment and management
2. alternative risk transfer mechanisms and financing
3. catastrophe micro-insurance
4. sustainable development and systems,
5. impact of climate change, carbon finance and carbon emission reductions
6. integrated risk analysis |
Dr Uditha Balasooriya | Prof Balasooriya's areas of expertise are reliability analysis, actuarial modelling, statistical methods and outliers in data analysis. His current research works focus on actuarial and financial modeling and statistical methods. |
Asst Prof Wang Xin | Market Microstructure, Financial Intermediation, Macro-Finance and FinTech |
Assoc Prof Wu Yuan | Prof Wu's research interests are in Actuarial Science, Big Data and Data Mining, Application of Statistics to Business and Finance, and Traffic Accidents Analysis. |
Assoc Prof Yougesh Khatri | •Global macroeconomics and finance
•Economic development and public policy
•Long-term asset management |
Asst Prof Zhang Jinggong | Time-consistent planning; stochastic optimal control; longevity risk management; and agricultural insurance. |
Asst Prof Zhu Qifei | Investment management, institutional investors, corporate finance |
Asst Prof Zhu Wenjun | Systemic risks in finance and insurance; Commodity futures markets; Actuarial ratemaking in agricultural insurance; High dimensional modeling with copulas; Longevity risk management. |