Jia-Wei Chang is an Associate Professor in Department of Computer Science and Information Engineering at National Taichung University of Science and Technology. Since January 2019, he is a Young Professionals Chair of the Institution of Engineering and Technology (IET) - Taipei Network. Since 2017, he is a consultant of NEXCOM Industry 4.0 Innovation Center. During February to July 2018, he was an adjunct assistant professor in Department of Engineering Science at National Cheng Kung University. He was a data scientist and project manager at IoT BU, Nexcom during 2016-2017. He received the Ph.D. degree from Department of Engineering Science, National Cheng Kung University in 2017. His research interests include natural language processing, internet of things, artificial intelligence, data mining, and e-learning technologies.
Chang, J. W. Ma, H. S., Hu, Z. Y. (2025) Multi-Level Transfer Learning using Incremental Granularities for environmental sound classification and detection. Applied Soft Computing, 169. (SCIE, Impact Factor: 7.2, Rank: 27/197 [13.5%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE)[link]
Chang, J. W., Chen, M. H., Ma, H. S., Liu, H. L. (2024) Human movement science-informed multi-task spatio temporal graph convolutional networks for fitness action recognition and evaluation. Applied Soft Computing, 164. (SCIE, Impact Factor: 7.2, Rank: 27/197 [13.5%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE)[link]
Chang, J. W., Hung, J. C, & Chu, T. H. (2024) Exploring the distributed learning on federated learning and cluster computing via convolutional neural networks. Neural Computing and Applications, 36, 2141–2153. (SCIE, Impact Factor: 6.0, Rank: 55/192 [28.4%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE) [link]
Chang, J. W., Yen, Neil, & Hung, J. C. (2022) Design of A NLP-Empowered Finance Fraud Awareness Model: The Anti-Fraud Chatbot for Fraud Detection and Fraud Classification as An Instance. Journal of Ambient Intelligence and Humanized Computing. (SCIE, Impact Factor: 7.104, Rank: 21/139 [15.1%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE) [link]
Lee, M. C., Chang, J. W.*, Yeh, S. C., Chia, T. L., Liao, J. S., & Chen, X. M. (2022) Applying Attention-based BiLSTM and Technical Indicators in the Design and Performance Analysis of Stock Trading Strategies. Neural Computing and Applications, 34, 13267–13279. (SCIE, Impact Factor: 6.0, Rank: 55/192 [28.4%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE) (Corresponding author)[link]
Chang, J. W. (2022) Enabling progressive system integration for AIoT and speech-based HCI through semantic-aware computing. Journal of Supercomputing, 78, 3288–3324. (SCIE, Impact Factor: 2.474, Rank: 33/110 [30.00%] in COMPUTER SCIENCE, THEORY & METHODS) [link]
Hung, J. C., & Chang, J. W.* (2021) Multi-level transfer learning for improving the performance of deep neural networks: Theory and practice from the tasks of facial emotion recognition and named entity recognition. Applied Soft Computing, 109, 107491. (SCIE, Impact Factor: 6.725, Rank: 24/139 [17.26%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE) (Corresponding author)[link]
Chang, J. W., Hung, J. C., & Lin, K. C. (2021) Singability-enhanced lyric generator with music style transfer. Computer Communications. (SCIE, Impact Factor: 3.167, Rank: 72/161 [44.72%] in COMPUTER SCIENCE, INFORMATION SYSTEMS) [link]
Chang, J. W., Chiou, C. Y., Liao, J. Y., Hung, Y. K., Huang, C. C., Lin, K. C., & Pu, Y. H. (2021) Music recommender using deep embedding-based features and behavior-based reinforcement learning. Multimedia Tools and Applications, 80, 34037–34064. (SCIE, Impact Factor: 2.757, Rank: 30/108 [27.77%] in COMPUTER SCIENCE, THEORY & METHODS) [link]
Lee, M. C., Chang, J. W.*, Hung, J. C., & Chen, B. L. (2021) Exploring the effectiveness of deep neural networks with technical analysis applied to stock market prediction. Computer Science and Information Systems, 18(2), 401-418. (SCIE, Impact Factor: 1.167, Rank: 85/108 [78.7%] in COMPUTER SCIENCE, SOFTWARE ENGINEERING) (Corresponding author)[link]
Lee, D. S., Lai, C. W., Liao, K. K. & Chang, J. W. (2021) Artificial intelligence assisted false alarm detection and diagnosis system development for reducing maintenance cost of chillers at the data centre. Journal of Building Engineering, 36, 102110. (SCIE, Impact Factor: 5.318, Rank: 13/137 [9.48%] in ENGINEERING, CIVIL) [link]
Chiu, P. S., Chang, J. W., Lee, M. C., Chen, C. H., & Lee, D. S. (2020) Enabling Intelligent Environment by the Design of Emotionally Aware Virtual Assistant: A Case of Smart Campus. IEEE Access. (SCIE, Impact Factor: 3.367, Rank: 65/161 [40.37%] in COMPUTER SCIENCE, INFORMATION SYSTEMS) [link]
Abdul Shahid, Muhammad Tanvir Afzal, Moloud Abdar, Mohammad Ehsan Basiri, Xujuan Zhou, Neil Y. Yen, Chang, J. W. (2019) Insights into relevant knowledge extraction techniques: a comprehensive review. Journal of Supercomputing. (SCI, Impact Factor: 2.157, Rank: 35/104 [33.65%] in COMPUTER SCIENCE, THEORY & METHODS) (Published Online) [link]
Yen, N. Y., Chang, J. W.*, Liao, J. Y., & Yong, Y. M. (2019) Analysis of Interpolation Algorithms for the Missing Values in IoT Time Series: A Case of Air Quality in Taiwan. Journal of Supercomputing. (SCI, Impact Factor: 2.157, Rank: 35/104 [33.65%] in COMPUTER SCIENCE, THEORY & METHODS) (Corresponding author) (Published Online) [link]
Huang, P. S., Chiu, P. S., Chang, J. W.*, Huang, Y. M., & Lee, M. C. (2019) A Study of Using Syntactic Cues in Short-text Similarity Measure. Journal of Internet Technology, 20(3), 839-850. (SCIE, Impact Factor: 0.715, Rank: 142/155 [91.61%] in COMPUTER SCIENCE, INFORMATION SYSTEMS) (Corresponding author)[link]
Kao, C. C., Chang, J. W., Wang, T. I, Huang, Y. M., & Chiu, P. S. (2019) Design and Development of the Sentence-based Collocation Recommender with Error Detection for Academic Writing. Journal of Internet Technology, 20(1), 229-236. (SCIE, Impact Factor: 0.715, Rank: 142/155 [91.61%] in COMPUTER SCIENCE, INFORMATION SYSTEMS) [link]
Huang, J. W., Chiang, C. W., & Chang, J. W. (2018) Email Security Level Classification of Imbalanced Data Using Artificial Neural Network: The Real Case in a World-leading Enterprise. Engineering Applications of Artificial Intelligence, 75, 11-21. (SCIE, Impact Factor: 3.526, Rank: 36/133 [27.07%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE) [link]
Soh, P. W., Chang, J. W., & Huang, J. W. (2018) Adaptive Deep Learning-based Air Quality Prediction Model Using the Most Relevant Spatial-Temporal Relations. IEEE Access, 6, 38186-38199. (SCIE, Impact Factor: 4.098, Rank: 23/155 [14.84%] in COMPUTER SCIENCE, INFORMATION SYSTEMS) [link]
Hsu, C. C., Wang, T. I, Lin, K. J., & Chang, J. W. (2018) The Effects of the Alternate Writing and Sketching Brainstorming Method on the Creativity of Industrial Design. Thinking Skills and Creativity, 29, 131-141. (SSCI, Impact Factor: 1.655, Rank: 106/243 [43.62%] in EDUCATION & EDUCATIONAL RESEARCH) [link]
Lee, M. C., Chiu S. Y., & Chang, J. W. (2017) A Deep Convolutional Neural Network based Chinese Menu Recognition App. Information Processing Letters, 128, 14-20. (SCIE, Impact Factor: 0.793, Rank: 129/148 [87.16%] in COMPUTER SCIENCE, INFORMATION SYSTEMS) [link]
Chang, J. W., Lee, M. C., Su, C. Y., & Wang, T. I (2017). Effects of using self-explanation on a web-based Chinese sentence-learning system. Computer Assisted Language Learning, 30(1-2), 44-63. (SSCI, Impact Factor: 1.928, Rank: 58/238 [24.37%] in EDUCATION & EDUCATIONAL RESEARCH, Rank: 20/181 [11.05%] in LINGUISTICS) [link]
Chang, J. W., Lee, M. C., & Wang, T. I (2016). Integrating a Semantic-based Retrieval Agent into Case-based Reasoning Systems: A Case Study of an Online Bookstore. Computers in Industry, 78, 29-42. (SCIE, Impact Factor: 2.691, Rank: 27/105 [25.71%] in COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS) [link]
Lee, M. C., Chang, J. W.*, & Hsieh, T. C. (2014). A Grammar-Based Semantic Similarity Algorithm for Natural Language Sentences. Scientific World Journal, 2014. (SCIE, Impact Factor: 1.219, Rank: 16/55 [29.09%] in MULTIDISCIPLINARY SCIENCES) (Corresponding author) [link]
Wang, H. Y., Chang, J. W., & Huang, J. W. (2019, April). User Intention-based Document Summarization on Heterogeneous Sentence Networks. The 24th International Conference on Database Systems for Advanced Applications (DASFAA2019), Chiang Mai, Thailand. [Top 10 Conference in Data Science] [link]
Hsu, C. C., Wang, T. I., Lin, K. J., & Chang, J. W. (2017, July). The Effects of Fusing 635 Brainstorming and C-Sketch Methods on the Creativity of Industrial Design. The 17th IEEE International Conference on Advanced Learning Technologies (ICALT2017), Timisoara, Romania. (Acceptance Rate: 28.4%) [link]
Lee, M. C., Yeh, S. C., Chiu, S. Y. & Chang, J. W. (2017, June). A Deep Convolutional Neural Network Based Virtual Elderly Companion Agent. ACM Multimedia Systems 2017 (MMSYS2017), Taipei, Taiwan. (Acceptance Rate: 28%) [link]
Chang, J. W., Wang, T. I., Lee, M. C., Su, C. Y., & Chang, P. C. (2016, July). Impact of Using Creative Thinking Skills and Open Data on Programming Design in a Computer-supported Collaborative Learning Environment. The 16th IEEE International Conference on Advanced Learning Technologies (ICALT2016), Austin, Texas, USA. (Acceptance Rate: 29.64%) [link]
Chang, J. W., Lee, M. C., Wang, T. I., Su, C. Y., & Hsieh, T. C. (2012, April). Using grammar patterns to evaluate semantic similarity for short texts. In Computing Technology and Information Management (ICCM), 2012 8th International Conference on (Vol. 2, pp. 548-553). IEEE. [link]
Lee, M. C., Zhang, J. W., Lee, W. X., & Ye, H. Y. (2009, August). Sentence similarity computation based on POS and semantic nets. In INC, IMS and IDC, 2009. NCM'09. Fifth International Joint Conference on (pp. 907-912). IEEE. [link]
