Szu-Hao Huang
Name Szu-Hao Huang
Title Associate Professor
Education Ph.D. Computer Science, National Tsing Hua University
Research expertise Machine Learning & Big Data Analysis in Finance, Computer Vision & Multimedia Processing, Internet of Things and Mobile Commerce
Office Tel No. 03-5712121 Ext. 57083
Email szuhaohuang@nycu.edu.tw
Year Paper Title
2022 forthcoming
2022 forthcoming
2022 123, (SCI)
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 , forthcoming, (SCI)
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, 34, 4, pp3097-3115, (SCI)
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, forthcoming, (SCI)
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 , forthcoming, (SCI)
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 , 9, pp50667-50685, (SCI)
2021 Huang S. H., Miao Y. H., Hsiao Y. T., Novel Deep Reinforcement Algorithm With Adaptive Sampling Strategy for Continuous Portfolio Optimization., IEEE Access , 9, pp77371-77385, (SCI)
2021 Chen Y. F., Huang S. H, Sentiment-influenced trading system based on multimodal deep reinforcement learning, Applied Soft Computing, 112, pp107788-, (SCI)
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, 9, pp68302-68319, (SCI)
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 , 9, pp50738-50754, (SCI)
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, 9, pp55244-55259., (SCI, EI)
2020 Lo-Yao Yeh, Peggy Joy Lu, Szu-Hao Huang, Jiun-Long Huang, SOChain: A Privacy-Preserving DDoS Data Exchange Service Over SOC Consortium Blockchain, IEEE Transactions on Engineering Management, 67, 4, pp1487-1500, (SCI)
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, 16, 3, pp487-494, (SCI)
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 , 45, pp35-47, (SCI)
2015 Huang S.H., Pan Y.C., Automated Visual Inspection in Semiconductor Industry: A Survey, Computers in Industry, 66, pp1-10, (SCI)
2014 Szu-Hao Huang and Shang-Hong Lai, A Joint Learning Approach to Face Detection in Wavelet Compressed Domain, Mathematical Problems in Engineering, pp1-13, (SCI)
2014 Szu-Hao Huang and Ying-Cheng Pan, Ergonomic Job Rotation Strategy based on an Automated RGB-D Anthropometric Measuring System, Journal of Manufacturing Systems, 33, 4, pp699-710, (SCI)
2012 Szu-Hao Huang, Yu-I Yang, Chih-Hsing Chu, Human-centric design personalization of 3D glasses frame in markerless augmented reality, Advanced Engineering Informatics, 26, 1, pp35-45, (SCI)
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, 2, 3, pp1-20, (SCI)
2009 Szu-Hao Huang, Yi-Hong Chu, Shang-Hong Lai, and Carol L. Novak, Learning-Based Vertebra Detection and Iterative Normalized-Cut Segmentation for Spinal MRI, IEEE TRANSACTIONS ON MEDICAL IMAGING, 28, 10, pp1595-1605, (SCI)
2006 Huang S. H., Wu Q. J., Lai S. H., Improved AdaBoost-based image retrieval with relevance feedback via paired feature learning, Multimedia Systems , 12, 1, pp14-26, (SCI)
Year Paper Title
2020
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 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 Chou, C., Liu, J. C., Chen, C. T., & Huang, S. H., Deep Learning in Model Risk Neutral Distribution for Option Pricing
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
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 Chen, C.T., Chang, H.Y., and Huang, S.H., A bidding system design based on multiple encryption and priovacy-preserved blockchain
2018 Chen, Y. Y., Chen, W. L., & Huang, S. H., Developing Arbitrage Strategy in High-frequency Pairs Trading with Filterbank CNN Algorithm
2018 Chen, C. T., Chen, A. P., & Huang, S. H., Cloning Strategies from Trading Records using Agent-based Reinforcement Learning Algorithm
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
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 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 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 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 , Affinity Propagation Clustering for Intelligent Portfolio Diversification and Investment Risk Reduction" 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
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 Ho, T.Y., Huang, S.H., Shih, T.T., Yang, G.Y., and Tseng, C.W, Intelligent Stereo Image Processing in Mobile System
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
2014
2014
2014
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
2013
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2011
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Year Participator Project Category Project Title Job Title Unit
2022 Research Projects
2021 Research Projects
2021 Industrial Collaboration
2021 Industrial Collaboration
2020 Research Projects
2020 Industrial Collaboration
2020 Industrial Collaboration
2020 Research Projects
2020 Research Projects
2020 Industrial Collaboration
2019 Industrial Collaboration
2019 Research Projects
2019 Industrial Collaboration
2019 Research Projects
2019 Industrial Collaboration
2019 Research Projects
2018 Research Projects
2018 Industrial Collaboration
2018 Industrial Collaboration
2018 Industrial Collaboration
2017 Research Projects
2017 Research Projects
2017 Industrial Collaboration
2017 Industrial Collaboration
2017 Research Projects
2017 Industrial Collaboration
2016 Industrial Collaboration
2016 Industrial Collaboration
2016 Industrial Collaboration
2016 Industrial Collaboration
2016 Research Projects
2015 Industrial Collaboration
2015 Industrial Collaboration
2015 Industrial Collaboration
2015 Industrial Collaboration
2015 Research Projects
2015 Research Projects
2014 Research Projects
2014 Research Projects
2014 Industrial Collaboration
2014 Industrial Collaboration
2014 Industrial Collaboration
2014 Research Projects
2014 Research Projects
2013 Research Projects
2013 Industrial Collaboration
2013 Research Projects
2013 Industrial Collaboration
2013 Research Projects
2012 Research Projects
2012 Research Projects
2012 Industrial Collaboration
2012 Research Projects
2012 Industrial Collaboration
2012 Research Projects
2011 Research Projects
Year Honor Category
2020 School Honor
2016 School Honor