Szu-Hao Huang
Name Szu-Hao Huang
Title Associate Professor
Education Ph.D. Computer Science, National Tsing Hua University
Research expertise AI Precision Marketing & Recommender System、Machine Learning & Big Data Analysis in Finance, Trading with Reinforcement Learning、Adversarial Attacks & Defenses with Deep Learning、Computer Vision & Multimedia Processing
Office Tel No. 03-5712121 Ext. 57083
Fax 03-5733260
Email
Office Room 418, Management Building 1
Year Paper Title
2024 Evolving Knowledge Graph Representation Learning with Multiple Attention Strategies for Citation Recommendation System, ACM Transactions on Intelligent Systems and Technology , vol. 15, 2 Article No33, pp. 1-26, Mar. 2024
2024 Credit Card Fraud Detection via Intelligent Sampling and Self-supervised Learning, ACM Transactions on Intelligent Systems and Technology , vol. 15, 2 Article No35, pp. 1-29, Mar. 2024
2024 Momentum portfolio selection based on learning-to-rank algorithms with heterogeneous knowledge graphs, Applied Intelligence , forthcoming, Mar. 2024
2023 Adaptive Adversarial Contrastive Learning for Cross-Domain Recommendation, ACM Transactions on Knowledge Discovery from Data , vol. 18, 3, pp. 1-34, Dec. 2023
2023 Member-Augmented Group Recommendation With Multi-Interest Framework and Knowledge Graph Embeddings., IEEE Transactions on Computational Social Systems (SCI), forthcoming, Oct. 2023
2023 Hierarchical Reinforcement Learning for Conversational Recommendation With Knowledge Graph Reasoning and Heterogeneous Questions, IEEE Transactions on Services Computing (SCI), vol. 16, 5, pp. 3439-3452, 2023
2023 Knowledge distillation for portfolio management using multi-agent reinforcement learning., Advanced Engineering Informatics (SCI), vol. 57, 102096, 2023
2023 Chung, C. Y., & Huang, S. H.*, Interactively transforming Chinese ink paintings into realistic images using a border enhance generative adversarial network, Multimedia Tools and Applications (SCI), vol. 82, pp. 11663-11696, 2023
2023 He, F. F., Chen, C. T., & Huang, S. H.*, A multi-agent virtual market model for generalization in reinforcement learning based trading strategies, Applied Soft Computing(SCI), vol. 134, 109985, 2023
2023 Yang, W. T., Chen, C. T., Sang, C. Y., & Huang, S. H.*, Reinforced PU-learning with Hybrid Negative Sampling Strategies for Recommendation, ACM Transactions on Intelligent Systems and Technology(SCI), vol. 14, 3, pp. 1-25, 2023
2023 Chan, C. T., Huang, S. H.*, & Choy, P. P., Poisoning attacks on face authentication systems by using the generative deformation model, Multimedia Tools and Applications(SCI), vol. 82, pp. 29457-29476, 2023
2023 Huang, W. C., Chen, C. T., Lee, C., Kuo, F. H., & Huang, S. H.*, Attentive gated graph sequence neural network-based time-series information fusion for financial trading, Information Fusion (SCI) , vol. 91, pp. 261-276, 2023
2023 Wang, T. Y., Chen, C. T., Huang, J. C., & Huang, S. H., Modeling Cross-session Information with Multi-interest Graph Neural Networks for the Next-item Recommendation, ACM Transactions on Knowledge Discovery from Data(SCI), vol. 17, 1, pp. 1-28, 2023
2022 Chen, H. Y., & Huang, S. H.*, Generating a Trading Strategy in the financial market from Sensitive Expert Data Based on the Privacy-Preserving Generative Adversarial Imitation Network, Neurocomputing(SCI), vol. 500, pp. 616-631, 2022
2022 Lin, Y. C., Chen, C. T., Sang, C. Y., & Huang, S. H.*, Multiagent-based deep reinforcement learning for risk-shifting portfolio management, Applied Soft Computing(SCI), vol. 123, 108894, 2022
2022 Hung T. Y., Huang, S. H.*, Addressing the cold-start problem of recommendation systems for financial products by using few-shot deep learning, Applied Intelligence (SCI), vol. 52, pp. 15529-15546, 2022
2022 Chou Y. C, Chen C. T., Huang, S. H.*, Modeling behavior sequence for personalized fund recommendation with graphical deep collaborative filtering., Expert Systems with Applications (SCI), vol. 192, 116311, 2022
2022 Wu Z. W., Chen C. T., Huang, S. H.*, Poisoning attacks against knowledge graph-based recommendation systems using deep reinforcement learning, Neural Computing and Applications (SCI), vol. 34, pp. 3097-3115, 2022
2022 Hsu P. Y., Chen C. T., Chou C., Huang, S. H.*, Explainable mutual fund recommendation system developed based on knowledge graph embeddings., Applied Intelligence (SCI), vol. 52, pp. 10779-10804, 2022
2021 Cheong M. S., Wu M. C., Huang, S. H.*, Interpretable stock anomaly detection based on spatio-temporal relation networks with genetic algorithm., IEEE Access (SCI), vol. 9, pp. 68302-68319, 2021
2021 Kuo C. H., Chen C. T., Lin S. J., Huang, S. H.*, Improving generalization in reinforcement learning–based trading by using a generative adversarial market model., IEEE Access (SCI), vol. 9, pp. 50738-50754, 2021
2021 Chen Y. Y., Chen C. T., Sang C. Y., Yang Y. C., Huang, S. H.*, Adversarial attacks against reinforcement learning-based portfolio management strategy, IEEE Access (SCI), vol. 9, pp. 50667-50685, 2021
2021 Huang, S. H.*, Miao Y. H., Hsiao Y. T., Novel Deep Reinforcement Algorithm With Adaptive Sampling Strategy for Continuous Portfolio Optimization., IEEE Access (SCI), vol. 9, pp. 77371-77385, 2021
2021 Chen Y. F., Huang, S. H.*, Sentiment-influenced trading system based on multimodal deep reinforcement learning, Applied Soft Computing (SCI), vol. 112, 107788, 2021
2021 Wang, P. Y., Chen, C. T., Su, J. W., Wang, T. Y., Huang, S. H.*, Deep learning model for house price prediction using heterogeneous data analysis along with joint self-attention mechanism, IEEE Access (SCI), vol. 9, pp. 55244-55259., 2021
2020 Yeh, L. Y., Lu, P. J., Huang, S. H., & Huang, J. L., SOChain: A Privacy-Preserving DDoS Data Exchange Service Over SOC Consortium Blockchain, IEEE Transactions on Engineering Management (SCI), vol. 67, 4, pp. 1487-1500, 2020
2015 Lo C. H., Chu C. H., Huang, S. H., Evaluating the effect of interactions between appearance-related product designs and facial characteristics on social affectivity, International Journal of Industrial Ergonomics(SCI), 45, pp. 35-47, 2015
2015 Chu C. H., Huang, S. H., Yang C. K., Tseng C. Y., Design customization of respiratory mask based on 3D face anthropometric data., International Journal of Precision Engineering and Manufacturing, vol. 16, 3, pp. 487-494, 2015
2015 Huang, S.H., Pan Y.C., Automated Visual Inspection in Semiconductor Industry: A Survey, Computers in Industry, 66, pp. 1-10, 2015
2014 Huang, S. H., & Pan, Y. C., Ergonomic Job Rotation Strategy based on an Automated RGB-D Anthropometric Measuring System, Journal of Manufacturing Systems , vol. 33, 4, pp. 699-710, 2014
2014 Huang, S. H., & Lai, S. H., A Joint Learning Approach to Face Detection in Wavelet Compressed Domain, Mathematical Problems in Engineering, pp. 1-13, 2014
2012 Huang, S. H., Yang, Y. I., & Chu, C. H., Human-centric design personalization of 3D glasses frame in markerless augmented reality, Advanced Engineering Informatics, vol. 26, 1, pp. 35-45, 2012
2011 Huang S. H., Lai S. H., Tai S. H., A Learning based Contrarian Trading Strategy via Dual Classifiers Model, ACM Transactions on Intelligent Systems and Technology, vol. 2, 3, pp. 1-20, 2011
2009 Huang, S. H., Chu, Y. H., Lai, S. H., & Novak, C. L., Learning-Based Vertebra Detection and Iterative Normalized-Cut Segmentation for Spinal MRI, IEEE TRANSACTIONS ON MEDICAL IMAGING, vol. 28, 10, pp. 1595-1605, 2009
2006 Huang S. H., Wu Q. J., Lai S. H., Improved AdaBoost-based image retrieval with relevance feedback via paired feature learning, Multimedia Systems , vol. 12, 1, pp. 14-26, 2006
Year Paper Title
2020 , 2020
2019 Wang, P. Y., Liu, C. S., Yang, Y. C., & Huang, S. H., A Robo-Advisor Design using Multiobjective RankNets with Gated Neural Network Structure, 2019
2019 Chou, C., Liu, J. C., Chen, C. T., & Huang, S. H., Deep Learning in Model Risk Neutral Distribution for Option Pricing, 2019
2019 Chen, C. T., Chiang, L. K., Huang, Y. C., & Huang, S. H., Forecasting Interaction of Exchange Rates Between Fiat Currencies and Cryptocurrencies Based on Deep Relation Networks., 2019
2019 Chen, C.T., Chen, Y.F., and Huang, S.H., A Novel Influence Model for Sentiment Analysis in Multimodal Deep Reinforcement Learning-based Trading Strategies, 2019
2018 Hsu, P. Y., Chou, C., Huang, S. H., & Chen, A. P., A Market Making Quotation Strategy Based on Dual Deep Learning Agents for Option Pricing and Bid-Ask Spread Estimation, 2018
2018 Chen, C. T., Chen, A. P., & Huang, S. H., Cloning Strategies from Trading Records using Agent-based Reinforcement Learning Algorithm, 2018
2018 Chen, Y. Y., Chen, W. L., & Huang, S. H., Developing Arbitrage Strategy in High-frequency Pairs Trading with Filterbank CNN Algorithm, 2018
2018 Chen, C.T., Chang, H.Y., and Huang, S.H., A bidding system design based on multiple encryption and priovacy-preserved blockchain, 2018
2018 Huang, S.H., and Lee, Y.C., A Decision Support System for Revenue Model Selection of Mobile App Services: An Instance-based Decision Tree Approach., 2018
2016 , Affinity Propagation Clustering for Intelligent Portfolio Diversification and Investment Risk Reduction, 2016" href="/en/30/40101/per2/Affinity-Propagation-Clustering-for-Intelligent-Portfolio-Diversification-and-Investment-Risk-Reduction-88948226" target="_blank">Chang, C.C., Lin, Z.T., Koc, W.W., Chou, C., and Huang, S.H. , Affinity Propagation Clustering for Intelligent Portfolio Diversification and Investment Risk Reduction, 2016
2016 Tung, H.H., Cheng, C.C., Chen, Y.Y., Chen, Y.F., and Huang, S.H., Binary Classification and Data Analysis for Modeling Calendar Anomalies in Financial Markets, 2016
2016 Chen, C.T., Hsiao, C.Y., Lin, J.Y., Huang, S.J., Chang, Y., and Huang S.H., Decision Support System for Real-Time Trading based on On-Line Learning and Parallel Computing Techniques, 2016
2016 Chen, J.F., Chen, W.L., Huang, C.P., Huang, S.H., and Chen, A.P., Financial Time-series Data Analysis using Deep Convolutional Neural Networks, 2016
2016 Liang, W.T., Chang, H.Y., and Huang, S.H., Image Analysis and Clustering for Defect Inspection using Sparse Representation and Affinity Propagation, 2016
2015 Chang, H.C., Huang, S.H., and Lai, S.H., Using Line Consistency to Estimate 3D Indoor Manhattan Scene Layout from a Single Image, 2015
2015 Ho, T.Y., Huang, S.H., Shih, T.T., Yang, G.Y., and Tseng, C.W, Intelligent Stereo Image Processing in Mobile System, 2015
2015 Cheng, S.Y., Wei, Y.A., Yen, M.C., and Huang, S.H, Learning-based Hand Gesture Sensing and Controlling Techniques for Automotive Electronics, 2015
2014 Huang, S.H., Yang, C.K., Tseng, C.Y., and Chu, C.H., Design customization of respiratory mask based on 3D face anthropometric data, 2014
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Year Participator Project Category Project Title Job Title Unit
2022 Research Projects
2016 Industrial Collaboration
2016 Industrial Collaboration
2015 Industrial Collaboration
2015 Industrial Collaboration
2015 Industrial Collaboration
2015 Industrial Collaboration
2014 Research Projects
2014 Research Projects
2014 Industrial Collaboration
2014 Industrial Collaboration
2014 Industrial Collaboration
2013 Research Projects
2013 Research Projects
2013 Industrial Collaboration
2013 Industrial Collaboration
2012 Research Projects
2012 Industrial Collaboration
2012 Research Projects
2012 Research Projects
2012 Research Projects
2012 Industrial Collaboration
2011 Research Projects
2021 Industrial Collaboration
2021 Industrial Collaboration
2021 Research Projects
2020 Industrial Collaboration
2020 Research Projects
2020 Research Projects
2020 Industrial Collaboration
2020 Industrial Collaboration
2020 Research Projects
2019 Research Projects
2019 Industrial Collaboration
2019 Research Projects
2019 Industrial Collaboration
2019 Research Projects
2019 Industrial Collaboration
2018 Industrial Collaboration
2018 Industrial Collaboration
2018 Industrial Collaboration
2018 Research Projects
2017 Industrial Collaboration
2017 Research Projects
2017 Industrial Collaboration
2017 Industrial Collaboration
2017 Research Projects
2017 Research Projects
2016 Research Projects
2016 Industrial Collaboration
2016 Industrial Collaboration
2015 Research Projects
2015 Research Projects
2014 Research Projects
2013 Research Projects
2014 Research Projects
Year Honor Category
2020 School Honor
2016 School Honor