Research Areas:
Text Mining, Natural Language Processing, Machine.
Projects:
Jarvis DHL, National Gallery Chatbot.
Research Areas:
AI Security & Data Privacy, Machine Unlearning,
Computer Vision
Projects:
Toward Trustable Model-centric Sharing for
Collaborative Machine Learning Cisco-NUS Accelerated
Digital Economy Corporate Laboratory
Research Areas:
Information Retrieval, Recommender Systems
Projects:
Collaborative machine learning & Trustable Information
Seeking
Research Areas:
Anomaly Detection, Deep Clustering, Machine Learning
and Graph Representation Learning.
Projects:
Toward Trustable Model-centric Sharing for
Collaborative Machine Learning.
Research Areas:
Generative Model, Data Efficient Learning
Projects:
Medical Image Synthesis and Segmentation Incorporating
using shape prior, Data-Efficient Computational
Pathology Platform for Faster and Cheaper Breast
Cancer, Subtype Identifications: Development of a Deep
Learning Model
Research Areas:
Statistical Machine Learning, Optimization,
Information Theory
Projects:
Theoretical guarantees for solving nonconvex problems,
provable sample complexity analysis of machine
learning algorithms
Research Areas:
Artificial Intelligence, Machine Learning, Healthcare
AI, Recommendation Systems
Projects:
Smart Imitator, Demystifying complex treatment
recommendations, JARVIS DHL, Personalized Prediction
of Vancomycin Levels, Sub phenotype driven approach to
Steroid therapy in Sepsis, Listwise learning to rank
for recommendations through adversarial cooperative
learning.
Research Areas:
Federated Learning; AI Ethics & Governance
Projects:
Toward Trustable Model-centric Sharing for
Collaborative Machine Learning
Research Areas:
Large-scale graph mining, data mining, machine
learning, social network analysis, and anomaly
detection
Projects:
COVID19 Seed Grant Project on Wifi Contact Tracing.
Research Areas:
Cross-lingual Learning, Interpretable Evaluation,
Information Extraction, Question Answering.
Projects:
Natural language processing for Q&A in
indigenous/vernacular languages.
Research Areas:
Federated/collaborative learning, blockchain-enabled
AI, and resilient AIoT system.
Projects:
Toward Trustable Model-centric Sharing for
Collaborative Machine Learning
Research Areas:
Markov decision problems, statistical inference,
stochastic adaptive control, optimal stopping
problems, multi-armed bandits.
Projects:
Learning algorithms for search in structured
environments; Towards Trustable Model-Centric Sharing
for Collaborative Machine Learning.
Research Areas:
Collaborative Machine Learning, Trustworthy &
Explainable Machine Learning, Statistics & Economics
Projects:
Toward Trustable Model-centric Sharing for
Collaborative Machine Learning
Research Areas:
Deep Learning, Image Processing, Computer Vision.
Projects:
JARVIS DHL.
Research Areas:
Multimodal DL, NLP, Information Extraction, Knowledge
Graphs
Projects:
Multimodal Image And Text Understanding (with NUS
Grab-AI lab)
Research Areas:
Collaborative Machine Learning, Reinforcement Learning
Projects:
Toward Trustable Model-centric Sharing for
Collaborative Machine Learning
Research Areas:
Explainable AI, Web Development, Visualization.
Projects:
Generative Adversarial Network (GAN) for anomaly
detection; Let's Check: explore and verify online
claims about COVID-19; EZ-Link user persona analysis
Research Areas:
AI and healthcare.
Projects:
Video super resolution for capsule endoscopy.
Research Areas:
Machine Unlearning, Natural Language Processing
Projects:
Toward Trustable Model-centric Sharing for
Collaborative Machine Learning
Research Areas:
Question answering, Machine Reasoning, Artificial
General Intelligence
Projects:
National Gallery Chatbot
Research Areas:
Natural Language Processing; Deep Learning; Artificial
Intelligence and health
Projects:
JARVIS Emotional Medical Chatbot
Research Areas:
Computer vision, Model compression, Cross-Domain
Learning, Self-Supervised Learning.
Projects:
NUS-Grab AI Lab Project 1.