Learning Optimization Friendly Comfort Model for HVAC Model Predictive Control. - Yuxun Zhou; Dan Li 016; Costas J. Spanos (ICDM Workshops, 2015)

Fusing system configuration information for building cooling plant Fault Detection and severity level identification. - Dan Li 016; Yuxun Zhou; Guoqiang Hu 001; Costas J. Spanos (CASE, 2016)

Optimal Training and Efficient Model Selection for Parameterized Large Margin Learning. - Yuxun Zhou; Jae Yeon Baek; Dan Li 016; Costas J. Spanos (PAKDD (1), 2016)

Optimal Sensor Configuration and Feature Selection for AHU Fault Detection and Diagnosis. - Dan Li 016; Yuxun Zhou; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans. Ind. Informatics, 2017)

Anomaly Detection with Generative Adversarial Networks for Multivariate Time Series. - Dan Li 016; Dacheng Chen; Jonathan Goh; See-Kiong Ng (CoRR, 2018)

Design Automation for Smart Building Systems. - Ruoxi Jia 001; Baihong Jin; Ming Jin 002; Yuxun Zhou; Ioannis C. Konstantakopoulos; Han Zou; Joyce Kim; Dan Li 016; Weixi Gu; Reza Arghandeh; Pierluigi Nuzzo 002; Stefano Schiavon; et al. (Proc. IEEE, 2018)

MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks. - Dan Li 016; Dacheng Chen; Baihong Jin; Lei Shi; Jonathan Goh; See-Kiong Ng (ICANN (4), 2019)

A One-Class Support Vector Machine Calibration Method for Time Series Change Point Detection. - Baihong Jin; Yuxin Chen 001; Dan Li 016; Kameshwar Poolla; Alberto L. Sangiovanni-Vincentelli (ICPHM, 2019)

Detecting and Diagnosing Incipient Building Faults Using Uncertainty Information from Deep Neural Networks. - Baihong Jin; Dan Li 016; Seshadhri Srinivasan; See-Kiong Ng; Kameshwar Poolla; Alberto L. Sangiovanni-Vincentelli (ICPHM, 2019)

Identifying Unseen Faults for Smart Buildings by Incorporating Expert Knowledge With Data. - Dan Li 016; Yuxun Zhou; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans Autom. Sci. Eng., 2019)

VC-GAN: Classifying Vessel Types by Maritime Trajectories using Generative Adversarial Networks. - Dan Li 016; Hang Liu; See-Kiong Ng (ICTAI, 2020)

Handling Incomplete Sensor Measurements in Fault Detection and Diagnosis for Building HVAC Systems. - Dan Li 016; Yuxun Zhou; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans Autom. Sci. Eng., 2020)

Electrocardiogram Classification and Visual Diagnosis of Atrial Fibrillation with DenseECG. - Dacheng Chen; Dan Li 016; Xiuqin Xu; Ruizhi Yang; See-Kiong Ng (CoRR, 2021)

MAD-SGCN: Multivariate Anomaly Detection with Self-learning Graph Convolutional Networks. - Panpan Qi; Dan Li 016; See-Kiong Ng (ICDE, 2022)

MAD-SGS: Multivariate Anomaly Detection with Multi-scale Self-learned Graph Structures. - Junnan Tang; Dan Li 016; Zibin Zheng (BIC-TA (2), 2023)

CB-GAN: Generate Sensitive Data with a Convolutional Bidirectional Generative Adversarial Networks. - Richa Hu; Dan Li 016; See-Kiong Ng; Zibin Zheng (DASFAA (4), 2023)

Fault Detection and Diagnosis of Air Handling Units Based On Adversarial Multi-task Learning. - Jingwen Tan; Dan Li 016; Zibin Zheng; See-Kiong Ng (ICDM (Workshops), 2023)

Adversarial Maritime Trajectory Prediction with Real-time Spatial-Temporal Mutual Influence. - Jie Wang; Dan Li 016; Zibin Zheng; See-Kiong Ng (ICDM (Workshops), 2023)

eWAPA: An eBPF-based WASI Performance Analysis Framework for Web Assembly Runtimes. - Chenxi Mao; Yuxin Su 001; Shiwen Shan; Dan Li 016 (SSE, 2024)

GLA-DA: Global-Local Alignment Domain Adaptation for Multivariate Time Series. - Gang Tu; Dan Li 016; Bingxin Lin; Zibin Zheng; See-Kiong Ng (DASFAA (5), 2024)

Face It Yourselves: An LLM-Based Two-Stage Strategy to Localize Configuration Errors via Logs. - Shiwen Shan; Yintong Huo; Yuxin Su 001; Yichen Li 003; Dan Li 016; Zibin Zheng (ISSTA, 2024)

eWAPA: An eBPF-based WASI Performance Analysis Framework for WebAssembly Runtimes. - Chenxi Mao; Yuxin Su 001; Shiwen Shan; Dan Li 016 (CoRR, 2024)

FD-LLM: Large Language Model for Fault Diagnosis of Machines. - Hamzah A. A. M. Qaid; Bo Zhang 022; Dan Li 016; See-Kiong Ng; Wei Li 019 (CoRR, 2024)

Fostering Active Learning: A Study on Anonymous Q&A Software in Undergraduate Education. - Dan Li 016; Zigui Jiang; Yuxin Su 001; Zibin Zheng (SSE, 2025)

Cyber-Attack Detection and Localization for SCADA system of CPSs. - Dan Li 016; Junnan Tang; Shunyu Wu; Zibin Zheng; See-Kiong Ng (Forge@ICSE, 2025)

LicenseGPT: A Fine-tuned Foundation Model for Publicly Available Dataset License Compliance. - Jingwen Tan; Gopi Krishnan Rajbahadur; Zi Li; Xiangfu Song; Jianshan Lin; Dan Li 016; Zibin Zheng; Ahmed E. Hassan (SIGSOFT FSE Companion, 2025)

A Unified CatBoost Framework for IoT Data Classification Using Multi-Level Feature Extraction. - Chengfeng Qiu; Jiahui Zhou; Yongfeng Liao; Zhengliang Cui; Dan Li 016 (WWW (Companion Volume), 2025)

Soft label enhanced graph neural network under heterophily. - Han Yang; Junyuan Fang; Jiajing Wu; Dan Li 016; Yaonan Wang; Zibin Zheng (Knowl. Based Syst., 2025)

BACE-RUL: A Bi-directional Adversarial Network with Covariate Encoding for Machine Remaining Useful Life Prediction. - Zekai Zhang; Dan Li 016; Shunyu Wu; Junya Cai; Bo Zhang 022; See-Kiong Ng; Zibin Zheng (CoRR, 2025)

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection. - Xinyu Li; Yingtong Huo; Chenxi Mao; Shiwen Shan; Yuxin Su 001; Dan Li 016; Zibin Zheng (CoRR, 2025)

Enhancing LLM Reasoning for Time Series Classification by Tailored Thinking and Fused Decision. - Jiahui Zhou; Dan Li 016; Lin Li; Zhuomin Chen; Shunyu Wu; Haozheng Ye; Jian Lou; Costas J. Spanos (CoRR, 2025)

TSRating: Rating Quality of Diverse Time Series Data by Meta-learning from LLM Judgment. - Shunyu Wu; Dan Li 016; Haozheng Ye; Zhuomin Chen; Jiahui Zhou; Jian Lou; Zibin Zheng; See-Kiong Ng (CoRR, 2025)