ArXiv Preprint ArXiv 

1.         Jun-Wei Hsieh, Ming-Ching Chang, Ping-Yang Chen, Cheng-Han Chou, Chih-Sheng Huang, 'MS-DARTS: Mean-Shift Based Differentiable Architecture Search', arXiv preprint arXiv:2108.09996, Aug., 2021. 

2.        Chun-Hsiang Chuang, Zehong Cao, Yu-Kai Wang, Po-Tsang Chen, Chih-Sheng Huang , Nikhil R. Pal, Chin-Teng Lin, " Dynamically Weighted Ensemble-based Prediction System for Adaptively Modeling Driver Reaction Time".  arXiv preprint arXiv:1809.06675, Sep., 2018.

Journal Paper 

1. Chun-HsiangChuang, Kong-Yi Chang, Chih-Sheng Huang, Tzyy-Ping Jung, 'IC-U-Net: A U-Net-based Denoising Autoencoder Using Mixtures of Independent Components for Automatic EEG Artifact Removal', NeuroImage, vol. 263, Nov., 2022. [Link] 

2. Chun-Hung Chang, Chieh-Hsin Lin, Chieh-Yu Liu, Chih-Sheng Huang , Shaw-Ji Chen,  Wen-Cheng Lin, Hsien-Yuan Lane, 'Plasma D-glutamate levels for detecting mild cognitive impairment and Alzheimer’s disease: Machine learning approaches,' Journal of Psychopharmacology, 35(3):265-272, Mar. 2021. [Link]

3. Chin-Teng Lin, Chih-Sheng Huang , Wen-Yu Yang, Avinash Kumar Singh, Chun-Hsiang Chuang, and Yu-Kai Wang, “Real-Time EEG Signal Enhancement Using Canonical Correlation Analysis and Gaussian Mixture Clustering,” Journal of Healthcare Engineering, vol. 2018, Article ID 5081258, 11 pages, 2018. doi:10.1155/2018/5081258. [Link]

4. Chin-Teng Lin, Yu-Ting Liu, Shang-Lin Wu, Zehong Cao, Yu-Kai Wang, Chih-Sheng Huang , Jung-Tai King, Shi-An Chen, Shao-Wei Lu, Chun-Hsiang Chuang, “EEG-Based Brain-Computer Interfaces: A Novel Neurotechnology and Computational Intelligence Method”, in IEEE Systems, Man, and Cybernetics Magazine, vol. 3, issue 4, pp. 16-26, Oct. 2017. doi: 10.1109/MSMC.2017.2702378. [Link]

5. Chin-Teng Lin, Chun-Hsiang Chuang, Zehong Cao, Avinash Kumar Singh, Chih-Sheng Huang , Yi-Hsin Yu, Mauro Nascimben, Yu-Ting Liu, Jung-Tai King, Tung-Ping Su, Shuu-Jiun Wang, ‘‘Forehead EEG in Support of Future Feasible Personal Healthcare Solutions: Sleep Management, Headache Prevention, and Depression Treatment,’’ in IEEE Access, vol. 5, pp. 10612-10621, 2017. [Link]

6. Chih-Sheng Huang , Nikhil R. Pal, Chun-Hsiang Chuang, and Chin-Teng Lin, “Discovering Changes in Brain Information Transfer during   Drowsy Driving by Transfer Entropy,”  accepted by   Frontiers in Human Neuroscience   (Sep. 2015). [Link]

7. Chun-Hsiang  Chuang ,  Chih-Sheng Huang , Li-Wei Ko, Chin-Teng Lin,  “ An EEG-based perceptual function integration network for application to drowsy driving,  ”   Knowledge-Based Systems , vol.   80, pp. 143-152, May 2015. [Link]

8. Chih-Sheng Huang , Chun-Ling Lin, Li-Wei Ko, Shen-Yi Liu, Tung-Ping Su, Chin-Teng Lin, “Knowledge-based Identification of Sleep Stages based on Two Forehead Electroencephalogram Channels, ”  Frontiers in Neuroscience , vol. 8, no. 263, September, 2014. [Link]

9. Chin-Teng Lin, Chun-Hsiang Chuang,  Chih-Sheng Huang , Shu-Fang Tsai, Shao-Wei Lu, Yen-Hsuan Chen, Li-Wei Ko, “Wireless and Wearable EEG System for Evaluating Driver Vigilance,”  IEEE Transactions on Biomedical Circuits and Systems  , vol.8, no.2, pp.165-176, April 2014. [Link]

10. Cheng-Hsuan Li, Bor-Chen Kuo, Chin-Teng Lin, and   Chih-Sheng Huang , “A spatial-contextual support vector machine for remotely sensed image classification,”  IEEE Transactions on Geoscience and Remote Sensing , vol. 50, no. 3, pp. 784-799,  Aug . 2011. [Link]

11. Ya-Chuan Chou, Chih-Sheng Huang , Shu-Chuan Shih, and Bor-Chen Kuo, ‘‘ A Study on the Adaptive Remedial Instruction with a Web-based Testing System for Computerized Adaptive Diagnosis’’,  Journal of Internet Technology , vol.10, No.4, pp.419-425, Aug. 2009. [Link]

Book Sections

1.    Chih-Sheng Huang , Chun-Ling Lin, Li-Wei Ko, Yu-Kai Wang, Jyun-Wei Liang, and Chin-Teng Lin , “ Automatic Sleep Stage Classification GUI with a Portable EEG Device, ”  In C. Stephanidis (Ed.), HCI International 2013 - Posters’ Extended Abstracts, vol. 373, pp. 613-617: Springer Berlin Heidelberg, 2013.

2.     Yu-Kai Wang, Tzyy-Ping Jung, Shi-An Chen,  Chih-Sheng Huang , and Chin-Teng Lin , “ Tracking Attention Based on EEG Spectrum, ”   In C. Stephanidis (Ed.), HCI International 2013 - Posters’ Extended Abstracts, vol. 373, pp. 450-454 : Springer Berlin Heidelberg, 2013.

3.     Li-Wei Ko, Chun-Hsiang Chuang,  Chih-Sheng Huang , Yen-Hsuan Chen, Shao-Wei Lu, Lun-De Liao, Wan-Ting Chang, Chin-Teng Lin, "Real-Time Vigilance Estimation Using Mobile Wireless Mindo EEG Device with Spring-Loaded Sensors," Foundations of Augmented Cognition, Lecture Notes in Computer Science D. Schmorrow and C. Fidopiastis, eds., pp. 450-458: Springer Berlin Heidelberg, 2013. 

Conference Paper

1.        Chih-Sheng Huang , Chun-Ling Lin, Wen-Yu Yang, Li-Wei Ko, Sheng-Yi Liu, and Chin-Teng Lin , “ Applying the Fuzzy C-Means Based Dimension Reduction to Improve the Sleep Classification System, ”   Fuzzy Systems (FUZZ), 2013 IEEE International Conference on , pp.1,5, 7-10 July 2013.

2.        Chin-Teng Lin, Chun-Hsiang Chuang,  Chih-Sheng Huang , Yen-Hsuan Chen, Li-Wei Ko, "Real-time assessment of vigilance level using an innovative Mindo4 wireless EEG system," 2013 IEEE International Symposium on Circuits and Systems (ISCAS), pp.1528-1531, Beijing, 19-23 May 2013.

3.        Chih-Sheng Huang , Chun-Ling Lin, Li-Wei Ko, Sheng-Yi Liu, Tung-Ping Sua, Chin-Teng Lin, "A hierarchical classification system for sleep stage scoring via forehead EEG signals,"Computational Intelligence, Cognitive Algorithms, Mind, and Brain (CCMB), 2013 IEEE Symposium on, pp.1-5 ,   Singapore, 16-19 April 2013.

4.        Chih-Sheng Huang , Chun-Ling Lin, Li-Wei Ko, Yu-Kai Wang, Jyun-Wei Liang, Chin-Teng Lin, ‘‘Automatic Sleep Stage Classification GUI with a Portable EEG Device’’, HCI International 2013 - Posters’ Extended Abstracts, Communications in Computer and Information Science, Volume 373, 2013, pp 613-617.

5.        Li-Wei Ko, Chun-Hsiang Chuang,  Chih-Sheng Huang , Yen-Hsuan Chen, Shao-Wei Lu, Lun-De Liao, Wan-Ting Chang, Chin-Teng Lin, "Real-Time Vigilance Estimation Using Mobile Wireless Mindo EEG Device with Spring-Loaded Sensors," Foundations of Augmented Cognition, Lecture Notes in Computer Science D. Schmorrow and C. Fidopiastis, eds., pp. 450-458: Springer Berlin Heidelberg, 2013.

6.        Yu-Kai Wang, Tzyy-Ping Jung, Shi-An Chen,  Chin-Sheng Huang , Chin-Teng Lin , ‘ Tracking Attention Based on EEG Spectrum’,    HCI International 2013 - Posters’ Extended Abstracts, Communications in Computer and Information Science, Volume 373, 2013, pp 450-454.

7.        Chun-Hsiang Chuang,  Chih-Sheng Huang , Chin-Teng Lin, Li-Wei Ko, Jyh-Yeong Chang, Jinn-Min Yang (2012, Jun).    "Mapping information flow of independent source to predict conscious level: A Granger Causality Based Brain-Computer Interface," in 2012 International Symposium on Computer, Consumer and Control, pp. 813-816, 2012.

8.        Chin-Teng Lin,  Chih-Sheng Huang , Hsing-Yu Tsai, and Shi-An Chen, ‘‘Health Assurance in Home/Community for Health Monitoring and Healthcare System-Sleep Stage Classification System,’’ Proceedings of 2011 International Conference on Service and Interactive Robots, National Chung Hsing University, Taichung, Taiwan, Nov.25-27, 2011.

9.        Chih-Sheng Huang , Li-Wei Ko, Shao-Wei Lu, Shi-An Chen, and Chin-Teng Lin, “A Vectorcardiogram-based Classification System for the Detection of Myocardial Infarction,”  33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society , EMBC 2011, pp. 973-976, 2011.

10.    Bor-Chen Kuo, Cheng-Hsuan Li,  Chih-Sheng Huang ,  Shih-Syun Lin, I-Ling Chen, and Hui-Shan Chu, “A novel semi-supervised classification procedure based on kernel method and spatial information for hyperspectral image classification (in Chinese),”  2010 Aeronautical and Astronautical Society of the Republic of China (AASRC) Conference , Taoyuan, December, 2010.

11.    I-Ling Chen,  Chih-Sheng Huang , Bor-chen Kuo, and Cheng-Hsuan Li, “An automatic algorithm to choose a composite kernel,” The 23th Computer Vision, Graphics, and Image Processing, August, 15-17, 2010.

12.    Wen-Chih Lin,  Chih-Sheng Huang , Jeng-Ming Yih, Der-Bang Wu, Yen-Kuei Yu, “Multiple SVM Classification System Based on Choquet Integral with Respect to Composed Measure of L-Measure and Delta-Measure,’’  Proceedings of 2010 International Conference on Machine Learning and Cybernetics , ICMLC 2010, vol. 5, pp.   2396-2401,2010. (EI)

13.    Bor-Chen Kuo,  Chih-Sheng Huang , Chih-Cheng Hung, Yu-Lung Liu, and I-Ling Chen, ‘‘Spatial Information based Support Vector Machine for Hyperspectral Image Classification,’’  Proceedings of International Geoscience and Remote Sensing Symposium , IGARSS 2010, pp. 832-835, 2010. (EI)

14.    Chih-Sheng Huang , Shih-Syun Lin, Cheng-Hsuan Li, and Bor-Chen Kuo, “Applying composite kernel to kernel-based nonparametric weighted feature extraction,”  Proceedings of the 2010 5th IEEE Conference on Industrial Electronics and Applications , ICIEA 2010, pp. 1795-1800, 2010. (EI and CPCI-S)

15.    Shih-Syun Lin,  Chih-Sheng Huang , Hui-Shan Chu, and Bor-Chen Kuo, “Applying Reject Region to Adaptive Feature Extraction for Hyperspectral Image Classification,”  Proceedings of the 2010 5th IEEE Conference on Industrial Electronics and Applications , ICIEA 2010, pp. 2317-2322, 2010. (EI and CPCI-S )

16.    Bor-Chen Kuo,  Chun-Hsiang Chuang ,  Chih-Sheng Huang , and Chih-Cheng Hung, “A Nonparametric Contextual Classification Based on Markov Random Fields ,’’   Proceedings of the   First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing , WHISPERS’ 09,  pp. 1-4, 2009.

17.    Wen-Chih Lin,  Chih-Sheng Huang , and Wen-Chun Huang , “ Combined multiple SVM classifiers based on Choquet integral with respect to L-measure ,’’   Proceedings of 2009 International Conference on Machine Learning and Cybernetics , ICMLC 2009, vol.6, pp.3188-319 3, 2009. (EI)

18.    Bor-Chen Kuo,  Chih-Sheng Huang , Hsiang-Chuan Liu, and Chih-Cheng Hung , ‘‘A Fuzzy fusion algorithm to combine multiple classifiers,’’  Proceedings of International Geoscience and Remote Sensing Symposium , IGARSS 2009, Vol. 03, pp. III-685 - III-688. (EI)

19.    黃志勝 、林士勛、吳德虎、郭伯臣  (2009) 。 融入空間資訊之核化高斯分類器應用在遙測影像辨識 。 2009 年台灣地理資訊學會年會暨學術研討會 （ GIS 2009 ） ， 2009 年 10 月，逢甲大學。

20.    林士勛、 黃志勝 、陳怡伶、郭伯臣  (2009) 。 最適主成分分析在高光譜遙測影像資料上之應用 。 2009 年台灣地理資訊學會年會暨學術研討會 （ GIS 2009 ） ， 2009 年 10 月，逢甲大學。

21.    詹正維、林士勛、 黃志勝 、郭伯臣  (2008) 。融入叢集分析之特徵萃取法在高維度影像辨識的應用。 2008 中華民國航太學會學術研討會， 2008 年 12 月，淡江大學，台北。

22.    周雅釧、 黃志勝 、施淑娟、郭伯臣  (2008) 。結合線上診斷評量系統之適性補救教學研究。 TANET 2008  臺灣網際網路研討會， 2008 年 10 月，義守大學，高雄。