張家瑋
Jia-Wei Chang

國立臺中科技大學資訊工程系 助理教授

Assistant Professor at Department of Computer Science and Information Engineering, National Taichung University of Science and Technology

About Me

Jia-Wei Chang is an assistant 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.

Research Fields

Artificial Intelligence

Deep Learning technologies on Natural Language Processing, e.g., Semantic Analysis, Opinion Mining.

Data Mining

Clustering, Classification and Asscoication Rule Learning on Data, e.g., Interesting Patterns and Insight Finding.

Internet of Things

AI technologies are used in the IoT environments, e.g., Smart Home or Industrial IoT.

Distributed Ledger Technology

IOTA & Tango ID are used in Confidential Data, e.g., personal data sharing.

Selected Publications

International Journal

  1. 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: 5.472, Rank: 20/137 [14.59%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE) (Corresponding author)[link]

  2. Chang, J. W., Hung, J. C., & Lin, K. C. (2021) Singability-enhanced lyric generator with music style transfer. Computer Communications. (SCIE, Impact Factor: 2.816, Rank: 63/156 [41.66%] in COMPUTER SCIENCE, INFORMATION SYSTEMS) [link]

  3. 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: 0.927, Rank: 88/108 [81.48%] in COMPUTER SCIENCE, SOFTWARE ENGINEERING) (Corresponding author)[link]

  4. 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: 3.379, Rank: 22/134 [16.42%] in ENGINEERING, CIVIL) [link]

  5. 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: 4.098, Rank: 23/155 [14.84%] in COMPUTER SCIENCE, INFORMATION SYSTEMS) [link]

  6. Chang, J. W., Chiou, C. Y., Liao, J. Y., Hung, Y. K., Huang, C. C., Lin, K. C., & Pu, Y. H. (2019) Music recommender using deep embedding-based features and behavior-based reinforcement learning. Multimedia Tools and Applications. (SCIE, Impact Factor: 2.101, Rank: 37/105 [35.23%] in COMPUTER SCIENCE, THEORY & METHODS) (Published Online) [link]

  7. 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]

  8. 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]

  9. 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]

  10. 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]

  11. 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]

  12. 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]

  13. 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]

  14. 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]

  15. 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]

  16. 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]

  17. 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]

International Conference

  1. 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]

  2. 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]

  3. 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]

  4. 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]

  5. 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]

  6. 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]

Work

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DLT Lab, NCKU Members

We are on a mission to build a more open, accessible and fair future with blockchain and distributed ledger technology.

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AIoT Cloud Consultant

I manage the program of Basic and Industrial IoT education for industry-university cooperative project, and cohost Maker and IoT hackathons.

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South Star Xelerator Consultant

We cohost several courses and startups campaigns, and build up the ecosystem between the senior entrepreneurs and local startups teams.

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Honors

  • 2018 Engineering Applications of Artificial Intelligence

    - Outstanding Reviewer Award

    - Top 10th percentile of reviewers in the last two years

  • 2017 Symposium on Digital Life Technologies

    - Excellent Paper Awards

  • 2017 The Phi Tau Phi Scholastic Honor Society

    - Honorary Member of National Cheng Kung University

  • 2011 National Computer Symposium

    - Best Student Paper Awards

  • 2010 Ministry of Science and Technology

    - College Student Research Award

Academic Services

  • 2019 Sustainability - Guest Editor of Special Issue "Big Data for Sustainable Anticipatory Computing"

    - SCI, Impact Factor: 2.592, Rank: 105/250 [42%] in ENVIRONMENTAL SCIENCES

  • Institution of Engineering and Technology (IET) - Young Professionals Chair

    - Taipei Network. Since January 12, 2019.

  • 2019 IEEE Access - Reviewer

    - SCI, Impact Factor: 3.557, Rank: 24/148 [16.22%] in COMPUTER SCIENCE, INFORMATION SYSTEMS

  • 2019 Engineering Applications of Artificial Intelligence - Reviewer

    - SCI, Impact Factor: 2.819, Rank: 32/132 [24.24%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE

  • 2019 Multimedia Tools and Applications - Reviewer

    - SCI, Impact Factor: 1.541, Rank: 42/104 [39.91%] in COMPUTER SCIENCE, SOFTWARE ENGINEERING

  • 2019 The Journal of Supercomputing - Reviewer

    - SCI, Impact Factor: 1.532, Rank: 44/103 [42.23%] in COMPUTER SCIENCE, THEORY & METHODS

  • The 8st International Conference on Frontier Computing - Program Chair

    - Kyushu, Japan. July 09-12, 2019. [link]

  • 2018 Multimedia Tools and Applications - Reviewer

    - SCI, Impact Factor: 1.541, Rank: 42/104 [39.91%] in COMPUTER SCIENCE, SOFTWARE ENGINEERING

  • Multimedia and Information Technology in Education - Special Session Chair

    - The 31st IPPR Conference on Computer Vision, Graphics, and Image Processing, Aug. 19-21, 2018

  • 2018 IEEE Access - Reviewer

    - SCI, Impact Factor: 3.557, Rank: 24/148 [16.22%] in COMPUTER SCIENCE, INFORMATION SYSTEMS

  • 2018 Engineering Applications of Artificial Intelligence - Reviewer

    - SCI, Impact Factor: 2.819, Rank: 32/132 [24.24%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE

  • 2018 The Journal of Supercomputing - Reviewer

    - SCI, Impact Factor: 1.532, Rank: 44/103 [42.23%] in COMPUTER SCIENCE, THEORY & METHODS

  • 2018 Cognitive Systems Research - Reviewer

    - SCI, Impact Factor: 1.425, Rank: 90/133 [67.29%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE

  • 2017 Engineering Applications of Artificial Intelligence - Reviewer

    - SCI, Impact Factor: 2.894, Rank: 32/133 [24.06%] in COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE

Contact Me

I would like to cooperate with the industry-university cooperative projects in following related topics: Natural Language Processing, Data Mining, Social Media, Fintech, and AIoT. Welcome to contact me if you aim to cooperate above associated projects.

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