List of Resources

Links for Upcoming Paper Submissions

Call for Papers by IEEE Trans. on Neural Networks and Learning Systems
International Conference on Machine Learning (ICML) 2023
International Federation of Automatic Control (IFAC) 2023         
International Joint Conference on Neural Networks (IJCNN) 2023         
NeurIPS 2022

HKIDS Research Outputs

A Gaussian Process Emulator Based Approach for Bayesian Calibration of a Functional Input
Li, Z. & Tan, M. H. Y., 2022, In: Technometrics. 64, 3, p. 299-311 13 p.

COVID-19 Effects on Intraday Stock Market Behavior
Nie, J., Qiao, X. & Yan, S., 2022, Financial Transformations Beyond the COVID-19 Health Crisis. Boubaker, S. & Nguyen, D. K. (eds.). World Scientific , p. 229-252 (Transformations in Banking, Finance and Regulation; vol. 1).

Latent State Space Modeling of High-Dimensional Time Series with a Canonical Correlation Objective
Yu, J. & Qin, S. J., 2022, In: IEEE Control Systems Letters. 6, p. 3469-3474

Latent vector autoregressive modeling and feature analysis of high dimensional and noisy data from dynamic systems
Qin, S. J., Jun 2022, In: AICHE Journal. 68, 6, e17703.

Risk and Potential: An Asset Allocation Framework with Applications to Robo-Advising
Cui, X., Li, D., Qiao, X. & Strub, M. S., 16 Jun 2022, (Online published) In: Journal of the Operations Research Society of China.

A Machine Learning Framework to Predict the Tensile Stress of Natural Rubber: Based on Molecular Dynamics Simulation Data
Huang, Y., Chen, Q., Zhang, Z., Gao, K., Hu, A., Dong, Y., Liu, J. & Cui, L., May 2022, In: Polymers. 14, 9, 1897.

Reducing healthcare disparities using multiple multiethnic data distributions with fine-tuning of transfer learning
Toseef, M., Li, X. & Wong, K., May 2022, In: Briefings in Bioinformatics. 23, 3, bbac078.

Subclass-specific Prognosis and Treatment Efficacy Inference in Head and Neck Squamous Carcinoma
Zheng, Z., Xie, W., Chen, X., Wang, F., Huang, L., Li, X., Lin, Q. & Wong, K., 19 Apr 2022, (Online published) In: IEEE Journal of Biomedical and Health Informatics.

Human Disease Prediction from Microbiome Data by Multiple Feature Fusion and Deep Learning
Chen, X., Zhu, Z., Zhang, W., WANG, Y., Wang, F., Yang, J. & Wong, K. C., 15 Apr 2022, In: iScience. 25, 4, 104081.

Multi-fidelity Gaussian process modeling with boundary information
Ye, W. & Tan, M. H. Y., Mar 2022, In: Applied Stochastic Models in Business and Industry. 38, 2, p. 216-239 24 p.

Particle Swarm Optimized Gaussian Process Classifier for Treatment Discontinuation Prediction in Multicohort Metastatic Castration-Resistant Prostate Cancer Patients
Petinrin, O. O., Li, X. & Wong, K., Mar 2022, In: IEEE Journal of Biomedical and Health Informatics. 26, 3, p. 1309-1317

Short-term forecasting of origin-destination matrix in transit system via a deep learning approach
He, Y., Zhao, Y. & Tsui, K., 11 Feb 2022, (Online published) In: Transportmetrica A: Transport Science.

DeepMotifSyn: a deep learning approach to synthesize heterodimeric DNA motifs
Lin, J., Huang, L., Chen, X., Zhang, S. & Wong, K., Jan 2022, In: Briefings in Bioinformatics. 23, 1, 9 p., bbab334.

Fault diagnosis of dynamic processes with reconstruction and magnitude profile estimation for an industrial application
Liu Q., Song B., Ding X., Qin S. J., 11 Jan 2022, In: Control Engineering Practice, 121

Deep Dynamic Adaptive Transfer Network for Rolling Bearing Fault Diagnosis with Considering Cross-machine Instance
Zhou, Y., Dong, Y., Zhou, H. & Tang, G., 2021, In: IEEE Transactions on Instrumentation and Measurement. 70, 3525211.

A Non-iterative Partial Least Squares Algorithm for Supervised Learning with Collinear Data
Qin, S. J., Dec 2021, 2021 60th IEEE Conference on Decision and Control (CDC). IEEE, p. 3683-3688 (Proceedings of the IEEE Conference on Decision and Control).

Latent Vector Autoregressive Modeling for Reduced Dimensional Dynamic Feature Extraction and Prediction
Qin, S. J., Dec 2021, 2021 60th IEEE Conference on Decision and Control (CDC). IEEE, p. 3689-3694 (Proceedings of the IEEE Conference on Decision and Control).

Optimal Option Hedging with Policy Gradient
Xiao, B., Yao, W. & Zhou, X., Dec 2021, Proceedings - 21st IEEE International Conference on Data Mining Workshops, ICDMW 2021. Xue, B., Pechenizkiy, M. & Koh, Y. S. (eds.). IEEE Computer Society, p. 1112-1119 (IEEE International Conference on Data Mining Workshops, ICDMW; vol. 2021-December).

Metric Learning Based Vision Transformer for Product Matching
Huang, L., Shao, W., Wang, F., Xie, W. & Wong, K., 2021, Neural Information Processing: 28th International Conference, ICONIP 2021 Sanur, Bali, Indonesia, December 8–12, 2021 Proceedings. Mantoro, T., Lee, M., Ayu, M. A., Wong, K. W. & Hidayanto, A. N. (eds.). Cham: Springer, Vol. Part I. p. 3-13 (Lecture Notes in Computer Science (including subseries Theoretical Computer Science and General Issues); vol. 13108).

A stable Lasso algorithm for inferential sensor structure learning and parameter estimation
Qin, S. J. & Liu, Y., Nov 2021, In: Journal of Process Control. 107, p. 70-82

Integration of process knowledge and statistical learning for the Dow data challenge problem
Joe Qin, S., Guo, S., Li, Z., Chiang, L. H., Castillo, I., Braun, B. & Wang, Z., Oct 2021, In: Computers and Chemical Engineering. 153, 107451.

Code Repository

We are pleased to announce that HKIDS has created a code repository at Github:
https://github.com/CityU-HKIDS/CSIE.git

HKIDS members are invited to submit published papers/patents/software/code/data to HKIDS for internal review and public dissemination via this website. After approval we will upload and maintain them. Approved submissions will count as contributions to HKIDS.

Presentation

Presentation Title Presenter
Blending Topic Modelling and Social Network Analysis: Big Data Analysis of the Hong Kong Protests Prof Richard WALKER, Dr Edmund CHENG Dr Chris Fei SHEN
Illuminate Dark Matters in Microbial Communities by Learning from Massive Genomic Data Dr Yanni SUN Dr Patrick LEE
Automatic Readability Assessment for Chinese Text Prof Meichun LIU Dr John LEE
Ego-network Analysis of Global Flow of Goods, Capital and Information Prof Jonathan ZHU
Big-data-driven Performance Analysis, Prediction and Control of Smart Factory Prof Hong YAN, Prof Min XIE
Data Science for Cancer Detection from Blood Dr Ka-Chun WONG

HKIDS is willing to share the above data sets and resources to our members and CityU faculty members. For further details and access to our resources, please e-mail to hkids@cityu.edu.hk.