SCHOOL OF DATA SCIENCE

Projects

Projects per year 2020 2023 2024 2025 2029

• 2 Curtailed
• 15 Finished
• 31 Active

Projects per year

Search results

• Active

  Generative Artificial Intelligence-based Visual Data Compression

  WANG, M. (PI)

  LU Research Committee

  1/04/25 → 30/03/26

  Project: Grant Research

• Elementary study of majorization-related integer partial order programming

  MO, Y. (PI) & QIU, L. (CoI)

  LU Research Committee

  31/03/25 → 30/03/27

  Project: Grant Research

• Harnessing multi-dimensional dynamic data from a reduced-dimensional perspective

  MO, Y. (PI)

  LU Research Committee

  1/03/25 → 28/02/27

  Project: Grant Research

• Leveraging Diversity-Enhanced Neural Networks for Multi-Solution Optimization

  MO, Y. (PI)

  LU Research Committee

  1/03/25 → 28/02/27

  Project: Grant Research

• High efficiency compression for visual scene data

  WANG, M. (PI)

  LU Research Committee

  16/02/25 → 15/02/27

  Project: Grant Research

• Advancing Personality-Aware Conversational AI: Dataset Development and Dialogue Transformation Using Large Language Models

  SHEN, J. (PI)

  LU Research Committee

  1/02/25 → 31/01/26

  Project: Grant Research

• Unveiling a New Era of Mobile Crowdsensing: Balancing Privacy and Utility via Context-Aware Techniques

  SHEN, J. (PI)

  LU Research Committee

  15/01/25 → 31/07/25

  Project: Grant Research

• Evaluating the Capabilities of Large Language Models in International Construction Contract Management

  WANG, Y. (PI)

  LU Research Committee

  1/01/25 → 28/02/26

  Project: Grant Research

• Assessing Bias in LLMs via Social Deduction Games

  LIU, J. (PI)

  LU Research Committee

  1/01/25 → 31/12/25

  Project: Grant Research

• Revamping Coral Health Assessment through Deep Multi-modality Learning

  KWONG, S. T. W. (PI)

  LU Research Committee

  1/01/25 → 30/06/26

  Project: Grant Research

• End to End Deep Video Compression

  KWONG, S. T. W. (PI)

  LU Research Committee

  1/01/25 → 1/07/26

  Project: Grant Research

• Pretraining Language Model for Financial News Analysis

  XIE, H. (PI)

  LU Research Committee

  1/01/25 → 31/12/26

  Project: Grant Research

  • Constructors 100%
  • Visual Question Answering 100%
  • Multimodal Representation 50%

• Automating Risk Extraction in Construction Contracts with Large Language Models

  WANG, Y. (PI)

  LU Research Committee

  1/01/25 → 31/12/26

  Project: Grant Research

• Ethical considerations of large language models in sequential decision making

  LIU, J. (PI)

  LU Research Committee

  1/01/25 → 31/12/26

  Project: Grant Research

• Leveraging Large Language Models for Text Retrieval

  LI, Z. (PI)

  LU Research Committee

  1/01/25 → 31/12/25

  Project: Grant Research

• Automatic Weight Learning at Data-level and Task-level for Multitask Learning with the Application for Implicit Sentiment Analysis

  XIE, H. (PI)

  LU Research Committee

  1/01/25 → 31/12/26

  Project: Grant Research

  • Constructors 100%
  • Visual Question Answering 100%
  • Multimodal Representation 50%

• Tomorrow is Now: Eco-friendly Autonomous Construction through Sustainable 3D Concrete Printing (LU Part)

  LIEW, K. M. (PI), DAI, J. G. (CoPI), LIAO, W. H. (CoPI), NG, S. T. T. (CoPI), ZHANG, X. (CoPI), YE, H. (CoPI), WENG, Y. (CoI), QIU, J. (CoPI), YIN, B. (CoPI), KWONG, S. T. W. (CoPI) & RABCZUK, T. (CoPI)

  Research Grants Council (HKSAR)

  1/01/25 → 31/12/29

  Project: Grant Research

  • Long-Tailed Visual Recognition 100%

• ESG視角下負責任AI的評估與治理課題研究項目

  YAO, X. (PI)

  1/10/24 → 31/05/25

  Project: Contract Research

• Exploring ChatGPT-based Augmentation for Contrastive Aspect-based Sentiment Analysis

  XIE, H. (PI)

  LU Research Committee

  1/07/24 → 30/06/25

  Project: Grant Research

  • Embedding Space 100%
  • Perceived Skill 100%
  • Instructional Skill 11%

• When phase meets gain (当相位遇见增益)

  MO, Y. (PI) & QIU, L. (CoI)

  Research Grants Council (HKSAR)

  1/07/24 → 30/06/27

  Project: Grant Research

• Robust Volatile Traffic Demand Prediction: When deep learning meets mobile crowdsensing

  SHEN, J. (PI)

  LU Research Committee

  1/07/24 → 30/06/25

  Project: Grant Research

• Integrating ChatGPT with Search Engine, Recommender System and Online Advertising to Enhance User Experience on Online Service Platforms (LU Part)

  QIN, S. J. (CoPI), ZHAO, X. (PI), KING, I. (CoPI), LI, Q. (CoPI), LI, Y. D. (CoPI) & XU, J. (CoPI)

  Research Grants Council (HKSAR)

  1/06/24 → 30/11/27

  Project: Grant Research

  • Knowledge Graph 100%
  • Visual Content 16%
  • Graph Construction 16%
  • Multimodal Information 16%

• Incorporating Visual-Linguistic Features into Scientific Document Summarization (將視覺語言特徵納入科學文獻摘要)

  CHIU, H. W. B. (PI)

  Research Grants Council (HKSAR)

  1/01/24 → 30/06/26

  Project: Grant Research

  • Trustworthiness Prediction 100%
  • Scientific Paper 100%
  • Design Pattern 100%
  • Multimodality 50%
  • Multitask Learning 50%

• Style Is Queen! The Effect of Linguistic Complexity in Content Marketing from an Entropy Perspective (風格就是女王！從熵的視角來檢測語言複雜性對內容營銷的影響)

  CUI, G. (PI), XIE, H. (CoI), PENG, L. (CoI) & CHUNG, Y. H. S. (CoI)

  Research Grants Council (HKSAR)

  1/01/24 → 31/12/25

  Project: Grant Research

  • Social Medium Content 100%
  • Cognitive Schema 100%
  • YouTube 100%
  • Sentiment Analysis 100%
  • Negative Effect 100%

• Medical Text Feature Representations based on Pre-trained Language Models

  XIE, H. (PI)

  深圳愛樂信科技有限公司

  1/11/23 → 31/10/25

  Project: Grant Research

• Intelligent Information-based Transport System for Smarter Traffic and Safer Mobility

  WONG, P. Y. P. (PI) & LEE, K. Y. K. (CoI)

  Smart Traffic Fund

  1/09/23 → 31/08/25

  Project: Grant Research

• Knowledge Graph-based Recommendation Framework for Manual Network Configuration

  SHEN, J. (PI)

  LU Research Committee

  1/05/23 → 30/04/25

  Project: Grant Research

  • Network Operator 100%
  • Intents 100%
  • Scalability 100%
  • Network Configuration 100%
  • Graph Neural Network 100%

• Balancing User Privacy and Data Utility in Mobile Crowdsensing

  SHEN, J. (PI)

  Lam Kei On Memorial Trust

  27/03/23 → 26/03/26

  Project: Grant Research

  • Linking Attack 100%
  • Network Operator 100%
  • Network Configuration 100%
  • Intents 100%
  • Scalability 100%

• Efficient Mathematical and Data-driven Models for Closed-loop Adaptive Optics Systems for Ground-based Astronomy (地面天文学中闭环自适应光学系统的高效数学和数据驱动模型)

  CHAN, R. (PI), KE, R. (CoI), WAGNER, R. (CoI) & RAMLAU, R. (CoI)

  Research Grants Council (HKSAR)

  1/01/23 → 31/12/25

  Project: Grant Research

  • Chemical Exchange Saturation Transfer 100%
  • Dimensional Subspace 33%
  • Continuous Mapping 33%
  • Processing Stage 33%
  • Metabolite 16%

• Research on Shenzhen Metro Passenger Flow Big Data Dimensionality Reduction Real-time Modeling, Congestion Alarming and Smart Commuting Methods (深圳地铁客流大数据实时降维建模、拥塞预警与智慧出行方法研究)

  QIN, S. J. (PI), ZHAO, Y. (CoI), DONG, Y. (CoI) & TSUI, K. L. (CoI)

  深圳市科技创新委员会

  30/04/22 → 30/04/25

  Project: Grant Research

• Dimension reduction modeling methods for high dimensional dynamic data in smart manufacturing and operations (智能製造與運營系統中高維動態數據的降維建模方法)

  QIN, S. J. (PI)

  Research Grants Council (HKSAR)

  1/09/21 → 31/08/25

  Project: Grant Research

  • Control Process 100%
  • Identification 100%
  • State Space 100%
  • Representation Learning 100%
  • Operational System 100%
• Finished

  Big data analysis and knowledge discovery for the taxi industry in Hong Kong

  SHEN, J. (PI)

  1/07/24 → 31/12/24

  Project: Grant Research

• Collaborative Translational Metric Learning Based on Interactive Graph Attention Network

  XIE, H. (PI)

  LU Research Committee

  1/01/24 → 31/12/24

  Project: Grant Research

  • Learning Model 100%
  • Treatment Strategy 57%
  • Contrastive Learning 57%
  • Optimization Strategy 57%
  • Knowledge Graph 57%

• Decomposition-based Multiobjective Optimization for Multimodal Optimization Problems

  JI, J. (PI) & WONG, M. L. (CoI)

  LU Research Committee

  1/12/23 → 30/11/24

  Project: Grant Research

  • Objective Optimization 100%
  • Considerable Degree 100%
  • Feasible Region 100%
  • Constraint Satisfaction Problems 66%

• AI-Powered Multimodal Patient Progressive Profiles for Personalized Depression Treatment by Repetitive Transcranial Magnetic Stimulation

  XIE, H. (PI), CHOU, K. L. (CoI), TAO, X. (CoI), ELANGOVAN, S. (CoI) & GURURAJAN, R. (CoI)

  Research Grants Council (HKSAR)

  1/10/23 → 30/09/24

  Project: Grant Research

• Contrastive Sentence Representation Learning with Adaptive False Negative Cancellation

  XIE, H. (PI)

  LU Research Committee

  1/07/23 → 30/06/24

  Project: Grant Research

  • Students 100%
  • Contrastive Learning 75%
  • Demographics 66%
  • Education 50%
  • ChatGPT 50%

• Acoustic-based contact-free gesture recognition for human-computer interaction

  SHEN, J. (PI)

  LU Research Committee

  1/06/23 → 28/02/25

  Project: Other Knowledge Transfer

• Multimodal Scientific Literature Summarization

  CHIU, H. W. B. (PI)

  LU Research Committee

  1/01/23 → 28/08/24

  Project: Grant Research

  • Trustworthiness Prediction 100%
  • Scientific Paper 100%
  • Design Pattern 100%
  • Multimodality 50%
  • Multitask Learning 50%

• Preserving Implicative Privacy via Context-Aware Generative Approaches in Mobile Crowdsensing

  SHEN, J. (PI)

  LU Research Committee

  1/01/23 → 31/12/24

  Project: Grant Research

  • Linking Attack 100%
  • Human Activity 100%
  • Mood 100%
  • Dialog System 66%
  • Personality Trait 50%

• Incorporating Visual and Auditory Contents into Scientific Document Summarization

  CHIU, H. W. B. (PI)

  Lam Kei On Memorial Trust

  1/09/22 → 31/08/24

  Project: Grant Research

  • Trustworthiness Prediction 100%
  • Scientific Paper 100%
  • Design Pattern 100%
  • Multimodality 50%
  • Multitask Learning 50%

• Data Augmentation Techniques for Contrastive Sentence Representation Learning

  XIE, H. (PI), LI, Z. (CoI) & WONG, T. L. (CoI)

  Lam Kei On Memorial Trust

  1/08/22 → 31/07/24

  Project: Grant Research

  • Contrastive Learning 100%
  • Representation Learning 74%
  • Bidirectional Encoder Representations From Transformers 64%
  • Models 46%
  • Real World 41%

• Self-Supervised Learning for Medical Images

  XIE, H. (PI)

  1/09/21 → 31/08/24

  Project: Grant Research

  • Messages 100%
  • Object Detection 100%
  • Context Information 66%
  • Geometric Information 33%
  • RGB Image 33%

• Resilient PPE Supply Chains for Hong Kong Health Systems: Current and Post Covid-19 Pandemic (LU-Part)

  YAN, H. (PI) & QIN, S. J. (CoPI)

  Research Grants Council (HKSAR)

  1/03/21 → 31/08/24

  Project: Grant Research

  • Representation Learning 100%
  • Operational System 100%
  • Prediction Quality 100%
  • Variables 100%
  • Selection 100%

• Novel Computational Methods for Three-dimensional Point Source Localization based on Point Spread Function Analytics (基於點擴散函數的三維點光源定位新型算法)

  CHAN, R. (PI), WANG, C. (CoI), PRASAD, S. (CoI) & PLEMMONS, R. J. (CoI)

  Research Grants Council (HKSAR)

  1/01/21 → 30/06/24

  Project: Grant Research

  • Clustering Algorithm 100%
  • Constant Factor 100%
  • Arbitrary Shape 100%

• Adaptive Dynamic Range Enhancement Oriented to High Dynamic Display (面向高動態顯示的自適應動態範圍增強)

  KWONG, S. T. W. (PI), KUO, C.-C. J. (CoI), WANG, S. (CoI) & ZHANG, X. (CoI)

  Research Grants Council (HKSAR)

  1/01/21 → 31/12/24

  Project: Grant Research

  • Models 100%
  • Control 46%
  • Experimental Result 44%
  • Convolutional Neural Network 40%
  • Algorithms 38%

• Intelligent Ultra High Definition Video Encoder Optimization for Future Versatile Video Coding (用于未来多功能视频编码的智能超高清视频编码器优化)

  KWONG, S. T. W. (PI), ZHOU, M. (CoI), KUO, C.-C. J. (CoI) & WANG, S. (CoI)

  Research Grants Council (HKSAR)

  1/01/20 → 30/06/23

  Project: Grant Research

  • Object Detection 100%
  • RGB-D Salient Object Detection 100%
  • Complexity 100%
  • Control 100%
  • Subjective Quality 100%
• Curtailed

  Deep Neuroevolution with Meta-knowledge Learning Using a Grammar-Based Genetic Programming framework

  WONG, M. L. (PI)

  LU Research Committee

  1/01/24 → 23/06/24

  Project: Grant Research

• Analysing Genomes Data through Learning Generative Neural Networks with Neuroevolution

  LEE, K. Y. K. (PI)

  LU Research Committee

  1/01/23 → 15/08/24

  Project: Grant Research