Portfolio Category : Recent Projects
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Intelligent Systems in Balance Sheet Forecasting
Recent Projects · Industry Engagement

Intelligent Systems in Balance Sheet Forecasting

Investigator: Keith Carter. Balance Sheet is one of the vital financial elements which displays the health of any organization and is often called “statement of financial position”.  For this project, […]

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AI Governance
Recent Projects · Trustworthy AI

AI Governance

Investigator: Atreyi Kankanhalli. As we race forward into the digital age, and with the increasing capacity of computers to process vast amounts of data for a variety of complex tasks, […]

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AI That Understand Human Emotions and Intentions
Recent Projects · Trustworthy AI

AI That Understand Human Emotions and Intentions

Investigator: Desmond Ong. When we think of AI today, we might think of them as cold and “robotic”, and might not be able to imagine them being empathetic, understanding, and […]

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Occupational Impact of AI
Recent Projects · Trustworthy AI

Occupational Impact of AI

Investigator: Huang Ke-Wei. With the rapid advances of artificial intelligence (AI), increasingly more job tasks can be automated and all occupations more or less have job tasks being automated by […]

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Smart Cognitive Impairment Screening Tool
Recent Projects

Smart Cognitive Impairment Screening Tool

Investigator: Teo Hock Hai.   In this project, we develop a digitalized screening tool sensitive enough to detect early cognitive impairment. The tool incorporates an artificial intelligence pattern recognition algorithm […]

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Integrating Deep Learning, Statistical Models and Structured Representations
Recent Projects

Integrating Deep Learning, Statistical Models and Structured Representations

Investigator: Stanley Kok. Deep learning, statistical models and structured representations are cornerstones of artificial intelligence (AI). They each have their unique strengths and weaknesses, and separately, they have found numerous […]

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Transfer Learning in Dynamic Environments
Recent Projects · Embodied AI

Transfer Learning in Dynamic Environments

Investigator: Leong Tze Yun. How can an AI agent focus attention in a complex, unknown environment for decision making? We investigate the use of context-sensitive transfer learning in hierarchical reinforcement […]

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Rationalizing Deep Learning Model Decisions
Recent Projects · Trustworthy AI

Rationalizing Deep Learning Model Decisions

Investigator: Wynne Hsu. Deep learning has remarkable performance in many applications. But can we really trust the decision of deep learning systems? The goal of this project is to build […]

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Neuralizing Algorithms
Recent Projects

Neuralizing Algorithms

Investigator: Lee Wee Sun. Most AI problems are computationally intractable in the worst case. The typical or average case could be much easier but is difficult to design for. We […]

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Emotion AI
Featured - Industry Engagement · Recent Projects · Industry Engagement · Interactive AI

Emotion AI

Investigator: Stefan Winkler. We analyse emotions from facial expressions and other cues. We provide valence/arousal representation of emotions (continuous, 2D). The system was trained & tested with dataset of 100,000+ […]

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Bayesian Optimization Lower Bounds
Recent Projects

Bayesian Optimization Lower Bounds

Investigator: Jonathan Scarlett. Black-box function optimization via expensive noisy samples have diverse applications in problems such as hyperparameter tuning, robotics, and molecular design. Various algorithms have previously been proposed with […]

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Tactile Learning & Perception
Recent Projects · Embodied AI · Interactive AI

Tactile Learning & Perception

Investigator: Harold Soh. The ability of humans to navigate our environment is heavily dependent on the quality and speed of sensing. Tactile sensing, or the sensation of touch and pressure, […]

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Artificial Theories of Mind & Body
Recent Projects · Embodied AI · Interactive AI

Artificial Theories of Mind & Body

Investigator: Harold Soh. The principal aim of this project is to develop core techniques for learning models of other (human) agents: Artificial Theories of Mind and Body (AToM/B). We intend […]

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Decentralized Federated Learning
Recent Projects · Interactive AI

Decentralized Federated Learning

Investigator: Bryan Low. How can multiple data owners collectively learn and fuse their ML models? We present two approaches. In the first work, we presents a novel Collective Online Learning […]

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Self-Supervised Hand Pose Estimation
Recent Projects · Interactive AI

Self-Supervised Hand Pose Estimation

Investigator: Angela Yao. We aim to bridge data-driven discriminative hand pose estimation with optimization-based model-fitting.  Using a differentiable hand renderer that aligns estimates by comparing the rendered and input depth […]

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Clinical Data Analytics
Recent Projects

Clinical Data Analytics

Investigator: Vaibhav Rajan. The increasing availability of digitized clinical data presents an unprecedented opportunity to study and gain deeper understanding of diseases, develop new treatments and improve healthcare ecosystems, and […]

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Implications of Real-time Competition in Online Markets
Recent Projects

Implications of Real-time Competition in Online Markets

Investigator: Chen Nan. In the age of market digitalization, competition becomes increasingly dynamic. Airlines adopt sophisticated revenue management systems that enable real-time price adjustments. Small online sellers have access to […]

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