Projects per year
Personal profile
Research Interests
Statistical Machine Learning, Computational Finance, Mobile Commerence, Internet of Things, Computer Vision, Medical Imaging
Experience
2014 Asia Design Engineering Workshop, Session Chair
2016 ~ present CEO of FinTech Center, NCTU
Education/Academic qualification
PhD, National Tsing Hua University
External positions
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Network
Projects
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Explainable Recommendation Techniques For Financial Products Based On Graph Embedding And Knowledge Graph
1/08/20 → 31/07/21
Project: Government Ministry › Ministry of Science and Technology
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Development Of An Intelligent Manufacturing Management Platform Based On Heterogeneous And Multimodal Deep Learning Techniques(3/3)
1/06/20 → 31/05/21
Project: Government Ministry › Ministry of Science and Technology
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FinTech Innovation Industrial-Academic Alliance
1/02/20 → 31/01/21
Project: Government Ministry › Ministry of Science and Technology
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Artificial Intelligence And Its Application On Derivatives Pricing
1/01/20 → 31/12/20
Project: Government Ministry › Ministry of Science and Technology
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Develop Financial Trading Strategies based on Generative Adversarial Imitation Learning and Hierarchical Deep Reinforcement Learning
1/08/19 → 31/10/20
Project: Government Ministry › Ministry of Science and Technology
Research Output
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SOChain: A Privacy-Preserving DDoS Data Exchange Service Over SOC Consortium Blockchain
Yeh, L. Y., Lu, P. J., Huang, S-H. & Huang, J-L., 18 Mar 2020, In: IEEE Transactions on Engineering Management. 67, 4, p. 487-1500 14 p.Research output: Contribution to journal › Article › peer-review
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A Robo-Advisor Design using Multiobjective RankNets with Gated Neural Network Structure
Wang, P. Y., Liu, C. S., Yang, Y. C. & Huang, S. H., Oct 2019, Proceedings - 2019 IEEE International Conference on Agents, ICA 2019. Institute of Electrical and Electronics Engineers Inc., p. 77-78 2 p. 8929188. (Proceedings - 2019 IEEE International Conference on Agents, ICA 2019).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Deep Learning in Model Risk Neutral Distribution for Option Pricing
Chou, C., Liu, J. C., Chen, C. T. & Huang, S. H., Oct 2019, Proceedings - 2019 IEEE International Conference on Agents, ICA 2019. Institute of Electrical and Electronics Engineers Inc., p. 95-98 4 p. 8929176. (Proceedings - 2019 IEEE International Conference on Agents, ICA 2019).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Forecasting Interaction of Exchange Rates between Fiat Currencies and Cryptocurrencies Based on Deep Relation Networks
Chen, C. T., Chiang, L. K., Huang, Y. C. & Huang, S. H., Oct 2019, Proceedings - 2019 IEEE International Conference on Agents, ICA 2019. Institute of Electrical and Electronics Engineers Inc., p. 69-72 4 p. 8929155. (Proceedings - 2019 IEEE International Conference on Agents, ICA 2019).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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A market making quotation strategy based on dual deep learning agents for option pricing and bid-Ask spread estimation
Hsu, P. Y., Chou, C., Huang, S-H. & Chen, A-P., 10 Sep 2018, Proceedings - 2018 IEEE International Conference on Agents, ICA 2018. Institute of Electrical and Electronics Engineers Inc., p. 99-104 6 p. 8460084. (Proceedings - 2018 IEEE International Conference on Agents, ICA 2018).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review