Projects per year
Personal profile
Research Interests
Mobile Data Management, Data Mining, Data Management for Sensor Networks, Databases
Experience
2009-present Associate professor, Department of Computer Science, NCTU
2009/7-2009/11 Visiting professor, Dept. of Computer Science, UIUC
2009/1-2009/12 Technical Consult at ITRI
Education/Academic qualification
PhD, Electrical Engineering, National Taiwan University
External positions
Fingerprint
Dive into the research topics where Wen-Chih Peng is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Projects
- 28 Finished
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事件偵測追蹤與文字可信度辨識技術開發(3/3)
Peng, W.-C. (PI)
1/08/22 → 31/07/23
Project: Government Ministry › Other Government Ministry Institute
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事件偵測追蹤與文字可信度辨識技術開發(2/3)
Peng, W.-C. (PI)
1/08/21 → 30/09/22
Project: Government Ministry › Other Government Ministry Institute
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事件偵測追蹤與文字可信度辨識技術開發(1/3)
Peng, W.-C. (PI)
1/08/20 → 31/08/21
Project: Government Ministry › Other Government Ministry Institute
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數位金融資料中研發多維度數位金融魔方探勘技術與應用(IV)
Peng, W.-C. (PI)
1/06/20 → 31/07/21
Project: Government Ministry › Other Government Ministry Institute
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Design and implementation of data mining and AI technologies for
Peng, W.-C. (PI)
1/08/19 → 31/10/20
Project: Government Ministry › Other Government Ministry Institute
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APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning
Wu, H. W., Wang, W. Y., Wang, K. D. & Peng, W. C., 11 Apr 2025, In: Proceedings of the AAAI Conference on Artificial Intelligence. 39, 20, p. 21536-21544 9 p.Research output: Contribution to journal › Conference article › peer-review
Open Access -
A survey on self-supervised learning for non-sequential tabular data
Wang, W. Y., Du, W. W., Xu, D., Wang, W. & Peng, W. C., Jan 2025, In: Machine Learning. 114, 1, 16.Research output: Contribution to journal › Review article › peer-review
8 Scopus citations -
Causality-Driven Patent Valuation: Integrating Domain Knowledge and Language Models in a Structured Interview-Like Selection Process
Kuo, C. W., Peng, W. C. & Su, H. N., 2025, Technologies and Applications of Artificial Intelligence - 29th International Conference, TAAI 2024, Proceedings. Chu, W.-T., Shen, C.-Y. & Shuai, H.-H. (eds.). Springer Science and Business Media Deutschland GmbH, p. 109-123 15 p. (Communications in Computer and Information Science; vol. 2414 CCIS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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DDOT: A Derivative-Directed Dual-Decoder Ordinary Differential Equation Transformer for Dynamic System Modeling
Chang, Y., Wang, K. D., Hsieh, P. C., Lin, C. K. & Peng, W. C., 2025, Advances in Knowledge Discovery and Data Mining - 29th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2025, Proceedings. Wu, X., Spiliopoulou, M., Wang, C., Kumar, V., Cao, L., Wu, Y., Yao, Y. & Wu, Z. (eds.). Springer Science and Business Media Deutschland GmbH, p. 434-445 12 p. (Lecture Notes in Computer Science; vol. 15872 LNAI).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters
Chang, C., Wang, W. Y., Peng, W. C. & Chen, T. F., 15 Apr 2025, In: ACM Transactions on Intelligent Systems and Technology. 16, 3, 60.Research output: Contribution to journal › Article › peer-review
22 Scopus citations
Prizes
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Best Paper Award of ACM Workshop on Location-based Social Networks
Peng, W.-C. (Recipient), 2009
Prize
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Ta-You Wu Memorial Award, National Science Council
Peng, W.-C. (Recipient), 2012
Prize: Honorary award
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Young Engineer Award, Chinese Institute of Electrical Engineerin
Peng, W.-C. (Recipient), 2011
Prize: Honorary award
Activities
- 26 Invited talk
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Social media mining from big data perspective
Peng, W.-C. (Speaker)
6 May 2016Activity: Talk or presentation › Invited talk
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Big Data Analytics from Time Series Data Analysis Perspective
Peng, W.-C. (Speaker)
27 Aug 2015Activity: Talk or presentation › Invited talk
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Discovering Big Value from Small Sensing Data
Peng, W.-C. (Speaker)
21 Oct 2015Activity: Talk or presentation › Invited talk
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Discovering Big Value from Small Sensing Data
Peng, W.-C. (Speaker)
4 Nov 2015Activity: Talk or presentation › Invited talk