Publication

My  Google Scholar Profile

Selected Journal Papers

Mathematical Optimization for Data Mining

1. Ruilin Ouyang & Chun-An Chou, New Mathematical Programming Formulation and Algorithm for DTW-based Sequential Pattern Mining and Clustering (under review)

2. Ruilin Ouyang & Chun-An Chou, Logical Sequential Pattern Generation and Classification via Mixed-Integer Optimization (under review)

3. Yuchun Zou & Chun-An Chou, A Combinatorial Optimization Approach for Multi-Label Associative Classification, Knowledge-based Systems, 2022

4. Ruilin Ouyang & Chun-An Chou, Integrated Optimization Model and Algorithm for Pattern Generation and Selection in Logical Analysis of Data, Computers & Operations Research, 105049, 2020

5. Chun-An Chou, Qingtao Cao, Shao-Jen Weng, & Che-Hung Tsai, Mixed-Integer Optimization Approach to Learning Association Rules for Unplanned ICU Transfer, Artificial Intelligence in Medicine, 103, 101806, 2020 [Code]

6. Chun-An Chou, Tiberius O. Bonates, Chungmok Lee, & W. Art Chaovalitwongse, Multi-Pattern Generation Framework for Logical Analysis of Data, Annals of Operations Research, 249(1), 329-349, 2017

7. Chun-An Chou Zhe Liang, W. Art Chaovalitwongse, Tanya Y. Berger-Wolf, Bhaskar DasGupta, Saad Sheikh, Mary V. Ashley, & Isabel C. Caballero, Column Generation Framework of Nonlinear similarity Model for Reconstructing Sibling Groups, INFORMS Journal on Computing, 27(1), 35-47, 2014

8. Kittipat Kampa, Sonya H. Mehta, Chun-An Chou, W. Art Chaovalitwongse, & Thomas J. Grabowski. Sparse Optimization in Feature Selection: Application in Neuroimaging, Journal of Global Optimization, 59(2-3), 439-457, 2014

9. Chun-An Chou, W. Art Chaovalitwongse, Tanya Y. Berger-Wolf, Bhaskar DasGupta, & Mary V. Ashley, Capacitated Clustering Problem in Computational Biology: Combinatorial and Statistical Approach for Sibling Reconstruction, Computers & Operations Research, 39, 609-619, 2011

10. W. Art Chaovalitwongse, Chun-An Chou, Tanya Y. Berger-Wolf, Mary V. Ashley, Bhaskar DasGupta, Saad Sheikh, & Isabel C. Caballero, New Optimization Model and Algorithm for Sibling Reconstruction from Genetic Markers, INFORMS Journal on Computing, 22(2), 180-194, 2010

Health Informatics & Healthcare Operations Analytics

11. Haidong Gu, Sheng-Che Yen, Eric Folmar & Chun-An Chou, GaitNet+ARL: A Deep Learning Algorithm for Interpretable Gait Analysis of Chronic Ankle Instability, IEEE  Journal of Biomedical and Health Informatics, 2024

12. Huyang Xu, Yuanchen Fang, Chun-An Chou, Nasser Fard & Li Luo, A reinforcement learning based optimal control approach to manage the elective surgery backlog after pandemic disruption, Health Care Management Science, 2023

13. Jing Liu, Ouyang Ruilin, Chun-An Chou & Jacqueline Griffin, An Analytical Approach for Dispatch Operations of Emergency Medical Services in Response to COVID19, Operations Research Forum, 4:44, 2023

14. Yilin Yin & Chun-An Chou, Multi-Event Survival Analysis through Dynamic Multi-Modal Learning for ICU Mortality Prediction, Computer Methods and Programs in Biomedicine, 107545, 2023

15. Shaodi Qian, Chun-An Chou, & Jr-Shin Li, Deep Multi-Modal Learning for Joint Linear Representation of Nonlinear Dynamical Systems, Nature Scientific Reports, 12, 12807, 2022

16. Yilin Yin & Chun-An Chou, A Novel Switching State Space Model for Post-ICU Mortality Prediction and Survival Analysis, IEEE Journal of Biomedical and Health Informatics, 25(9), 3587-3595, 2021

17. Abdulaziz Ahmed, Lu He, Chun-An Chou, & Mohammad M. Hamasha, A prediction-optimization approach to surgery prioritization in operating room scheduling, Journal of Industrial and Production Engineering, 2021

18. Sheng-Che Yen, Xiaofan Wang, Inga Wang, Marie B. Corkery, Kevin K.  Chui, & Chun-An Chou, Association Rule Mining to Examine Predictors for The Outcome of Gait Rehabilitation Programs in Stroke Survivors, American Journal of Physical Medicine & Rehabilitation, 2021

19. Shaodi Qian, Sheng-Che Yen, Eric Folmar, & Chun-An Chou, Self-Expressive Subspace Clustering to Recognize Motion Dynamics for Chronic Ankle Instability, IISE Transactions on Healthcare Systems Engineering, 10(1), 60-73, 2020 (Featured research article in 2019 November Issue of ISE Magazine)

Machine Learning in Computational Neuroscience 

20. Huiyu Huang, Miaolin Fan & Chun-An Chou, Graph-based Learning of Nonlinear Physiological Interactions for Classification of Emotions, Pattern Recognition, 2023

21. Haidong Gu & Chun-An Chou, Optimizing Non-Uniform Multivariate Embedding for Multi-Scale Entropy Analysis of Complex Systems, Biomedical Signal Processing and Control, 2022

22. Shaodi Qian & Chun-An Chou, A Koopman-Operator-Theoretical Approach for Anomaly Recognition and Detection of Multi-Variate EEG System, Biomedical Signal Processing and Control, 2021

23. Walter Bomela, Shuo Wang, Chun-An Chou, & Jr-Shin Li, Real-Time Inference and Detection of Disruptive EEG Network for Epileptic Seizures, Nature Scientific Reports, 10, 8653, 2020

24. Miaolin Fan & Chun-An Chou, Detecting Abnormal Patterns of Epileptic Seizures Via Temporal Synchronization of EEG Signals, IEEE Transactions on Biomedical Engineering, 66(3), 601-608, 2019

25. Miaolin Fan, Albert C. Yang, Jong-Ling Fuh & Chun-An Chou, Topological Pattern Recognition of Severe Alzheimer’s Disease Via Regularized Supervised Learning of EEG Complexity, Frontiers in Neuroscience, 12, Article 685, 2018

26. Vladimir Miskovic, Xinpei Ma, Chun-An Chou, Miaolin Fan, Max Owens, Hiroki Sayama, & Brandon E. Gibb, Developmental Changes in Spontaneous Electrocortical Activity and Network Organization from Early to Late Childhood, Neuroimage, 118, 237-247, 2015

27. Chun-An Chou, Kittipat Kampa, Sonya H. Mehta, Rosalia F. Tungaraza, W. Art Chaovalitwongse, & Thomas J. Grabowski, Voxel Selection Framework in Multi-Voxel Pattern Analysis of fMRI Signals for Prediction of Neural Response to Visual Stimuli, IEEE Transactions on Medical Imaging, 33(4), 925-934, 2014

Other Engineering Topics

28. Lei Zhou, Zhe Liang, Chun-An Chou, & Wanpracha Art Chaowalitwongse, Airline Planning and Scheduling: Models and Solution Methodologies, Frontiers of Engineering Management, 7(1), 1-26, 2020

29. Chun-An Chou, Xiaoning Jin, Amy V Mueller, & Sarah Ostadabbas, Multimodal Data Fusion - Moving from Domain-Specific Algorithms to Trans-Domain Understanding for Accelerated Solution Development, IEEE Sensors Letters, 3(1), 2019

Selected Peer-Reviewed Conference Papers

• 1. H2G2-Net: A Hierarchical Heterogeneous Graph Generative Network Framework for Discovery of Multi-Modal Physiological Responses, Human-Centric Representation Learning Workshop-AAAI 2024. 

  2. Lu He, H Wang, M Rezaeiahari & Chun-An Chou, An Embedded Machine Learning Model for Early Detection and Intervention of High-Risk Intensive Care Unit Readmission Patients, IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2022

  3. Yin, Yilin & Chun-An Chou, An Enhanced Imputation Approach for Spatio-Temporal Clinical Data,  18th IEEE International Conference on Automation Science and Engineering (IEEE CASE), 2022

  4. Yilin Yin & Chun-An Chou, Early ICU Mortality Prediction for Respiratory Failure by a Regression Based Hazard Markov Model, The 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022

  5. Haidong Gu & Chun-An Chou, Detecting Epileptic Seizures via Non-Uniform Multivariate Embedding of EEG Signals, The 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

  6. Miaolin Fan, Zhiwei Yu, Chun-An Chou, Sheng-Che Yen, &Yingzi Lin, Detecting Physiological Changes in Response to Sudden Events in Driving: A Nonlinear Dynamics Approach, 2020 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM 2020)

  7. Miaolin Fan, Chun-An Chou, Recognizing Affective State Patterns Using Regularized Learning with Nonlinear Dynamical Features of EEG, IEEE Conference on Biomedical and Health Informatics (BHI), 2018 

  8. Miaolin Fan, Mohammad Samie Tootooni, Rajesh Sharma Sivasubramony, Vladimir Miskovic, Prahalada Rao, Chun-An Chou, Recurrence Quantification Analysis Based Multivariate Pattern Classification for Acute Stress Detection Using Electroencephalography, Proceedings of 2016 Brain Informatics and Health, Lecture Notes in Computer Science (LNCS), Vol. 9919, 252-261, 2016

  9. Mohammad Samie Tootooni, Miaolin Fan, Rajesh Sharma Sivasubramony, Chun-An Chou, Vladimir Miskovic, Prahalada Rao, Graph Theoretic Compressive Sensing Approach for Classification of Global Neurophysiological States from Electroencephalography (EEG) Signals, Proceedings of 2016 Brain Informatics and Health, Lecture Notes in Computer Science (LNCS), Vol. 9919, 42-51, 2016

  10. Sina Khanmohammadi, Chun-An Chou, A Simple Distance Based Seizure Detection Algorithm Using Common Spatial Pattern, Proceedings of 2016 Brain Informatics and Health, Lecture Notes in Computer Science (LNCS), Vol. 9919, 233-242, 2016

  11. Salih Tutun, Sina Khanmohammadi, Chun-An Chou, A Network-based Approach for Understanding Suicide Attack Behavior, Proceedings of the 2016 Industrial and Systems Engineering Research Conference (ISERC)

  12. Miaolin Fan, Vladimir Miskovic, Chun-An Chou, Sina Khanmohammadi, Hiroki Sayama, Brandon E. Gibb, Classification Analysis of Chronological Age Using Brief Resting Electroencephalographic (EEG) Recordings, Proceedings of 2015 Brain Informatics, Lecture Notes in Computer Science (LNCS),Vol. 9250, 96-104, 2015

  13. Sina Khanmohammadi, Vladimir Miskovic, Farnaz Zamani Esfahlani, Chun-An Chou, Pattern Discrimination of Neuroelectric Waveforms Evoked By Sychronized Visuo-Motor Integration, Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’14), 2014

 Book Chapters

• 1. Gainluca Gazzola, Chun-An Chou, Myong K. Jeong, W. Art Chaovalitwongse, An Introduction to the Analysis of Functional Magnetic Resonance Imaging Data, Optimization and Data Analysis in Biomedical Informatics, Fields Institute Communications, Springer, Vol. 63, 131-151, 2012

Working Papers

• 1. Analyzing Healthcare Safety Climate Through A Collaborative Filtering of Safety Attitudes Questionnaire for A Hospital Case Study, 2021 [medRxiv]

  2. A Cost-Sensitive Frequency-based Nearest Neighbor Classification, 2016

  3. Feasibility Analysis for 30-Days Neurological Recovery Post SAC Treatment of Brain Aneurysms, 2015