Contact Information Mobile commerce Artificial Intelligence Selected Publications Wang, Xiaoyuan; Wang, Guangxu; Shi, Liangxing; Liao, Shaoyi Stephen / Uncovering customer preference heterogeneity from online reviews via multi-dimensional clustering . October 2026; In: Journal of Business Research. Vol. 215 Liu, Yan; Cheng, Xian; Stephen, Liao Shaoyi; Wei, Shansen / Advancing text classification: a novel two-stage multi-objective feature selection framework . June 2026; In: Information Technology and Management. Vol. 27, pp. 301–326 Xu, Yujing; Tong, Yu; Liao, Stephen Shaoyi; Zhou, Guangquan / When knowledge professionals meet technology: physicians' use of electronic medical record systems and impact on job performance . April 2026; In: Internet Research. Chen, Yuan; Du, Shaofu; Liao, Stephen Shaoyi; Nie, Tengfei / Behavior-based optimal refund policy under advance selling: an analysis of the impact of loss fairness concerns . 2025; In: Journal of the Operational Research Society. Vol. 76, No. 4, pp. 804-827 Wang, Shuang; Jin, Shuyan; Xu, Kun; She, Jiayan; Fan, Jipeng; He, Mingji; Liao, Shaoyi Stephen; Gao, Zhongjun; Liu, Xiaobo; Yao, Keqin / A pediatric bone age assessment method for hand bone X-ray images based on dual-path network . June 2024; In: Neural Computing and Applications. Vol. 36, No. 17, pp. 9737-9752 Cheng, Xian; Zhao, Ying; Liao, Stephen Shaoyi / Key topics in social science research on COVID-19: An automated literature analysis . December 2023; In: Health Information and Libraries Journal. Vol. 40, No. 4, pp. 343-358 Chen, Kun; Fan, Yifan; Liao, Shaoyi Stephen / Token Incentives in a Volatile Crypto Market: The Effects of Token Price Volatility on User Contribution . June 2023; In: Journal of Management Information Systems. Vol. 40, No. 2, pp. 683-711 Cao, Qiang; Cheng, Xian; Liao, Shaoyi / A comparison study of topic modeling based literature analysis by using full texts and abstracts of scientific articles: a case of COVID-19 research . June 2023; In: Library Hi Tech. Vol. 41, No. 2, pp. 543-569 Cheng, Xian; Wu, Peng; Liao, Stephen Shaoyi; Wang, Xuelian / An integrated model for crude oil forecasting: Causality assessment and technical efficiency . January 2023; In: Energy Economics. Vol. 117 Liu, Yan; Cheng, Xian; Liao, Stephen Shaoyi; Yang, Feng / The impact of COVID-19 on the tourism and hospitality Industry: Evidence from international stock markets . January 2023; In: North American Journal of Economics and Finance. Vol. 64 Cheng, Xian; Cao, Qiang; Liao, Stephen Shaoyi / An overview of literature on COVID-19, MERS and SARS: Using text mining and latent Dirichlet allocation . June 2022; In: Journal of Information Science. Vol. 48, No. 3, pp. 304-320 Li, Shaochi; Liu, Yan; Zhou, Guangquan; Zhang, Wenjuan; Wei, Shengmei; He, Jiajia; Stephen, Liao Shaoyi; Wei, Hang / Pre-collapse femoral head necrosis treated by hip abduction: a computational biomechanical analysis . May 2022; In: Health Information Science and Systems. Vol. 10 Zhang, Qiao; Chen, Xu; Liao, Shaoyi / Energy Management Control Strategy for Hybrid Energy Storage Systems in Electric Vehicles . January 2022; In: International Journal of Electrochemical Science. Vol. 17, No. 1 Zhang, Qiao; Cheng, Xiaoliang; Liao, Shaoyi / Implementation of a predictive energy management strategy for battery and supercapacitor hybrid energy storage systems of pure electric vehicles . September 2021; In: Journal of Intelligent and Fuzzy Systems. Vol. 41, No. 2, pp. 2539-2549 徐瑀婧; 童昱; 廖少毅; 周广全 / 医疗信息系统使用行为管理: 事前、事中还是事后控制? . May 2021; In: 管理工程学报. Vol. 35, No. 3, pp. 89-98 Zhang, Qiao; Wang, Lijia; Li, Gang; Liao, Shaoyi / Fuzzy Predictive Energy Management for Hybrid Energy Storage Systems of Pure Electric Vehicles using Markov Chain Model . November 2020; In: International Journal of Electrochemical Science. Vol. 15, No. 11, pp. 10866-10884 Wu, Ji; Cheng, Xian; Liao, Stephen Shaoyi / Tourism forecast combination using the stochastic frontier analysis technique . November 2020; In: Tourism Economics. Vol. 26, No. 7, pp. 1086-1107 Xu, Chonghuan; Ding, Austin Shijun; Liao, Stephen Shaoyi / A privacy-preserving recommendation method based on multi-objective optimisation for mobile users . August 2020; In: International Journal of Bio-Inspired Computation. Vol. 16, No. 1, pp. 23-32 Xu, Yujing; Tong, Yu; Shaoyi Liao, Stephen; Zhou, Guangquan; Yu, Yugang / Understanding indirect system use of junior employees in the context of healthcare . September 2018; In: Information & Management. Vol. 55, No. 6, pp. 759-770 DONG, Wei; LIAO, Shaoyi; ZHANG, Zhongju / Leveraging Financial Social Media Data for Corporate Fraud Detection . May 2018; In: Journal of Management Information Systems. Vol. 35, No. 2, pp. 461-487 Cheng, Xian; Wu, Ji; Liao, Stephen Shaoyi / A study of contagion in the financial system from the perspective of network analytics . November 2017; In: Neurocomputing. Vol. 264, pp. 42-49 Cheng, Xian; Liao, Shaoyi; Hua, Zhongsheng / A policy of picking up parcels for express courier service in dynamic environments . May 2017; In: International Journal of Production Research. Vol. 55, No. 9, pp. 2470-2488 Cheng, Xian; Liao, Stephen Shaoyi; Hua, Zhongsheng / Measuring the systemic importance of interconnected industries in the world economic system . February 2017; In: Industrial Management & Data Systems. Vol. 117, No. 1, pp. 110-130 Li, Feng; Liao, Shaoyi Stephen; Cai, Ming / A new probability statistical model for traffic noise prediction on free flow roads and control flow roads . December 2016; In: Transportation Research Part D: Transport and Environment. Vol. 49, pp. 313-322 Zhou, Guangquan; Zhang, Ying; Zeng, Linghong; He, Wei; Pang, Zhihui; Chen, Xiumin; Xu, Yujing; Stephen, Liao Shaoyi; Chen, LeiLei / Should thorough Debridement be used in Fibular Allograft with impaction bone grafting to treat Femoral Head Necrosis: a biomechanical evaluation . June 2015; In: BMC Musculoskeletal Disorders. Vol. 16, No. 1 YAN, Jiaqi; HU, Daning; LIAO, Stephen S.; Wang, Huaiqing / Mining agents' goals in agent-oriented business processes . March 2015; In: ACM Transactions on Management Information Systems. Vol. 5, No. 4 Lau, Raymond Y.K.; Li, Chunping; Liao, Stephen S.Y. / Social analytics: Learning fuzzy product ontologies for aspect-oriented sentiment analysis . September 2014; In: Decision Support Systems. Vol. 65, No. C, pp. 80-94 Cai, Yi; Lau, Raymond Y.K.; Liao, Stephen S.Y.; Li, Chunping; Leung, Ho-Fung; Ma, Louis C.K. / Object typicality for effective Web of Things recommendations . July 2014; In: Decision Support Systems. Vol. 63, pp. 52-63 Liu, Long; Xu, Jin; Liao, Stephen Shaoyi; Chen, Huaping / A real-time personalized route recommendation system for self-drive tourists based on vehicle to vehicle communication . June 2014; In: Expert Systems with Applications. Vol. 41, No. 7, pp. 3409-3417 Feng, Guang; Zhang, Jia-Dong; Shaoyi Liao, Stephen / A novel method for combining Bayesian networks, theoretical analysis, and its applications . May 2014; In: Pattern Recognition. Vol. 47, No. 5, pp. 2057-2069 Xu, Kaiquan; Liao, Stephen Shaoyi; Lau, Raymond Y.K.; Zhao, J. Leon / Effective Active Learning Strategies for the Use of Large-Margin Classifiers in Semantic Annotation: An Optimal Parameter Discovery Perspective . February 2014; In: INFORMS Journal on Computing. Vol. 26, No. 3, pp. 461-483 Wang, Wei; Liao, Stephen S.; Li, Xin; Ren, Jimmy S. / The Process of Information Propagation Along a Traffic Stream Through Intervehicle Communication . February 2014; In: IEEE Transactions on Intelligent Transportation Systems. Vol. 15, No. 1, pp. 345-354 Liao, Stephen Shaoyi; Zhang, Jia-Dong; Lau, Raymond; Wu, Tianying / Coalition formation based on marginal contributions and the Markov process . January 2014; In: Decision Support Systems. Vol. 57, No. 1, pp. 355-363 Tang, Heng; Liao, Stephen Shaoyi; Sun, Sherry Xiaoyun / A prediction framework based on contextual data to support Mobile Personalized Marketing . December 2013; In: Decision Support Systems. Vol. 56, No. 1, pp. 234-246 Zhang, Jia-Dong; Xu, Jin; Liao, Stephen Shaoyi / Aggregating and sampling methods for processing GPS data streams for traffic state estimation . December 2013; In: IEEE Transactions on Intelligent Transportation Systems. Vol. 14, No. 4, pp. 1629-1641 Wang, Jiawei; Li, Xin; Liao, Stephen Shaoyi; Hua, Zhonsheng / A Hybrid Approach for Automatic Incident Detection . September 2013; In: IEEE Transactions on Intelligent Transportation Systems. Vol. 14, No. 3, pp. 1176-1185 Bao, Hongyun; Li, Qiudan; Liao, Stephen Shaoyi; Song, Shuangyong; Gao, Heng / A new temporal and social PMF-based method to predict users' interests in micro-blogging . June 2013; In: Decision Support Systems. Vol. 55, No. 3, pp. 698-709 Zhou, Geng; Xu, Kaiquan; Liao, Stephen S.Y. / Do starting and ending effects in fixed-price group-buying differ? . April 2013; In: Electronic Commerce Research and Applications. Vol. 12, No. 2, pp. 78-89 Lau, Raymond Y.K.; Liao, Stephen S.Y.; Wong, K. F.; Chiu, Dickson K.W. / Web 2.0 Environmental scanning and adaptive decision support for business mergers and acquisitions . December 2012; In: MIS Quarterly: Management Information Systems. Vol. 36, No. 4, pp. 1239-1268 Fang, Bing; Liao, Shaoyi; Xu, Kaiquan; Cheng, Hao; Zhu, Chen; Chen, Huaping / A novel mobile recommender system for indoor shopping . November 2012; In: Expert Systems with Applications. Vol. 39, No. 15, pp. 11992-12000 He, Xinhua; Wang, Bin; Fu, Xiaoyi; Liao, Stephen S Y / Fabrication and Characterization of ZnO Films by Electrophoretic Deposition . November 2012; In: Rare Metal Materials and Engineering. Vol. 41, No. S3, pp. 271-274 He, Xinhua; Yang, Hu; Chen, Zhiwu; Liao, Stephen S Y / Effect of Co-doping content on hydrothermal derived ZnO array films . August 2012; In: Physica B: Condensed Matter. Vol. 407, No. 15, pp. 2895-2899 Zhang, Jiadong; Xu, Jin; Liao, Stephen Shaoyi / Sampling methods for summarizing unordered vehicle-to-vehicle data streams . August 2012; In: Transportation Research Part C: Emerging Technologies. Vol. 23, pp. 56-67 Xu, Kaiquan; Guo, Xitong; Li, Jiexun; Lau, Raymond Y.K.; Liao, Stephen S.Y. / Discovering target groups in social networking sites: An effective method for maximizing joint influential power . July 2012; In: Electronic Commerce Research and Applications. Vol. 11, No. 4, pp. 318-334 Lu, Dongyuan; Li, Qiudan; Liao, Stephen Shaoyi / A graph-based action network framework to identify prestigious members through member's prestige evolution . April 2012; In: Decision Support Systems. Vol. 53, No. 1, pp. 44-54 Lau, Raymond Y.K.; Liao, S. Y.; Chi-Wai Kwok, Ron; Xu, Kaiquan; Xia, Yunqing; Li, Yuefeng / Text mining and probabilistic language modeling for online review spam detection . December 2011; In: ACM Transactions on Management Information Systems. Vol. 2, No. 4 Wang, Shanshan; Xu, Kaiquan; Liu, Long; Fang, Bing; Liao, Shaoyi; Wang, Huaiqing / An ontology based framework for mining dependence relationships between news and financial instruments . September 2011; In: Expert Systems with Applications. Vol. 38, No. 10, pp. 12044-12050 Xu, Kaiquan; Liao, Stephen Shaoyi; Li, Jiexun; Song, Yuxia / Mining comparative opinions from customer reviews for Competitive Intelligence . March 2011; In: Decision Support Systems. Vol. 50, No. 4, pp. 743-754 Xu, Kaiquan S. J.; Wang, Wei; Ren, Jimmy; Xu, Jin S. Y.; Liu, Long; Liao, Stephen / Classifying Consumer Comparison Opinions to Uncover Product Strengths and Weaknesses . January 2011; In: International Journal of Intelligent Information Technologies. Vol. 7, No. 1, pp. 1-14 Qian, Junping; Li, Xia; Liao, Stephen; Yeh, Anthony-Gar-On / Applying an anomaly-detection algorithm for short-term land use and land cover change detection using time-series SAR images . July 2010; In: GIScience and Remote Sensing. Vol. 47, No. 3, pp. 379-397 Yi, Wende; Liao, Stephen Shaoyi / Statistical properties of parametric estimators for Markov chain vectors based on copula models . June 2010; In: Journal of Statistical Planning and Inference. Vol. 140, No. 6, pp. 1465-1480 Xu, Kaiquan; Liao, Stephen / Sentiment community: A new way to learn users' sentiments in social network - A preliminary study . 2010; In: Proceedings of the International Conference on Electronic Business (ICEB). pp. 473-479 Tang, Heng; Liao, Stephen Shaoyi / Discovering original motifs with different lengths from time series . October 2008; In: Knowledge-Based Systems. Vol. 21, No. 7, pp. 666-671 Xu, David Jingjun; Liao, Stephen Shaoyi; Li, Qiudan / Combining empirical experimentation and modeling techniques: A design research approach for personalized mobile advertising applications . February 2008; In: Decision Support Systems. Vol. 44, No. 3, pp. 710-724 Liao, Stephen Shaoyi; Wang, Huai Qing; Li, Qiu Dan; Liu, Wei Yi / A functional-dependencies-based Bayesian networks learning method and its application in a mobile commerce system . June 2006; In: IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics. Vol. 36, No. 3, pp. 660-671 Liao, Shaoyi Stephen; Li, Qiudan; Xu, Jingjun David / A Bayesian network-based framework for personalization in mobile commerce applications . April 2005; In: Communications of the Association for Information Systems. Vol. 15, pp. 494-511 Liao, Lejian; Xu, Kaiquan; Liao, Stephen Shaoyi / Constructing intelligent and open mobile commerce using a semantic web approach . 2005; In: Journal of Information Science. Vol. 31, No. 5, pp. 407-419 Liao, Stephen Shaoyi; Tang, Tony Heng; Liu, Wei-Yi / Finding relevant sequences in time series containing crisp, interval, and fuzzy interval data . October 2004; In: IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics. Vol. 34, No. 5, pp. 2071-2079 Li, Zi-Cai; Wang, Huaiqing; Liao, Stephen S.Y. / Numerical Algorithms for Image Geometric Transformations and Applications . February 2004; In: IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics. Vol. 34, No. 1, pp. 132-149 Liao, Stephen Shaoyi; He, Joy Wei; Tang, Tony Heng / A framework for context information management . 2004; In: Journal of Information Science. Vol. 30, No. 6, pp. 528-539 Jiang, Changjun; Wang, Huaiqing; Liao, Shaoyi / Behavior relativity of petri nets . November 2002; In: Journal of Computer Science and Technology. Vol. 17, No. 6, pp. 770-780 Wang, Huaiqing; Liao, Stephen; Liao, Lejian / Modeling constraint-based negotiating agents . June 2002; In: Decision Support Systems. Vol. 33, No. 2, pp. 201-217 Liao, S. Y.; Wang, H. Q.; Liao, L. J. / An extended formalism to constraint logic programming for decision analysis . March 2002; In: Knowledge-Based Systems. Vol. 15, No. 3, pp. 189-202 Wang, Huaiqing; Mylopoulos, John; Liao, Stephen / Intelligent Agents and Financial Risk Monitoring Systems . March 2002; In: Communications of the ACM. Vol. 45, No. 3, pp. 83-88 Li, Z. C.; Li, H. J.; Suen, C. Y.; Wang, H. Q.; Liao, S. Y. / Recognition of handwritten characters by parts with multiple orientations . 2002; In: Mathematical and Computer Modelling. Vol. 35, No. 3-4, pp. 441-479 Wang, Huaiqing; Jiang, Changjun; Liao, Shaoyi / Concurrent reasoning of fuzzy logical Petri nets based on multi-task schedule . June 2001; In: IEEE Transactions on Fuzzy Systems. Vol. 9, No. 3, pp. 444-449 Mylopoulos, John; Chung, Lawrence; Liao, Stephen; Wang, Huaiqing; Yu, Eric / Exploring alternatives during requirements analysis . January 2001; In: IEEE Software. Vol. 18, No. 1, pp. 92-96 Wang, M.; Rong, G.; Liao, S. Y. / A fuzzy logic based method for chaotic time series prediction . 2001; In: Proceedings of SPIE - The International Society for Optical Engineering. Vol. 4384, pp. 313-322 Wang, Huaiqing; Jiang, Changjun; Liao, Shaoyi / Behavior relations in synthesis process of Petri net models . August 2000; In: IEEE Transactions on Robotics and Automation. Vol. 16, No. 4, pp. 400-407 Wang, Huaiqing; Liao, Stephen; Liao, Lejian / Agent-based framework for web query answering . 2000; In: Journal of Information Science. Vol. 26, No. 2, pp. 101-109 Liao, S. Y.; Wang, H. Q.; Liu, W. Y. / Stability constraints and stability normal forms for temporal relational databases . February 1999; In: Information and Software Technology. Vol. 41, No. 3, pp. 131-138 Liao, Shaoyi; Shao, Yuan Pu; Wang, Huaiqing; Chen, Ada / The adoption of virtual banking: An empirical study . February 1999; In: International Journal of Information Management. Vol. 19, No. 1, pp. 63-74 Liao, S. Y.; Wang, H. Q.; Liu, W. Y. / Functional dependencies with null values, fuzzy values, and crisp values . 1999; In: IEEE Transactions on Fuzzy Systems. Vol. 7, No. 1, pp. 97-103 Castellani, Xavier; Liao, Stephen Y. / Development process for the creation and reuse of object-oriented generic applications and components . June 1998; In: JOOP - Journal of Object-Oriented Programming. Vol. 11, No. 3 Liao, S. Y.; Shao, Y. P.; Tsang, W. H. / Experience report: SSADM-designed system to object-oriented system . February 1998; In: JOOP - Journal of Object-Oriented Programming. Vol. 10, No. 9, pp. 38-48 Shao, Y. P.; Liao, S. Y.; Wang, H. Q. / A model of virtual organisations . 1998; In: Journal of Information Science. Vol. 24, No. 5, pp. 305-312

Liao, S. Y. / Process to identify disjoint subclasses and class life cycle information using a role analysis technique . June 1997; In: Information and Software Technology. Vol. 39, No. 6, pp. 439-444 Wang, Guangxu; Jiang, Shudan; Liao, Stephen Shaoyi / Prioritizing Helpfulness: A Novel Framework for Enhanced Consumer Review Summarization . June 2025; 18th China Summer Workshop on Information Management (CSWIM 2025), 28/06/2025 - 29/06/2025, Xi'an, China. pp. 531 Chen, Yuan; Liu, Yan; Wang, Puxi; Liao, Shaoyi; Ma, Xiaobin / Deep Learning on Abnormal Chromosome Segments: An Intelligent Copy Number Variants Detection System Design . June 2018; 11th International Conference on Information Resources Management, Conf-IRM 2018, 04/06/2018 - 06/06/2018, Ningbo, China. ZHOU, G Q; CHEN, X M; PANG, Z H; XU, Yujing; HE, W; LIAO, S; CHEN, Q Q; ZHANG, H L / Biomechanical Evaluation for Fibular Allograft Combined with Impaction Bone Grafting in Treating the Femoral Head Necrosis: Thorough Debridement or not?: Thorough Debridement or not? . July 2014; 2014 International Conference on Bioinformatics and Computational Biology, 21/07/2014 - 24/07/2014, , United States. Zhu, Chen; Yang, Jinbi; Zhang, Wenping; SIA, Choon Ling; Liao, Stephen S.Y. / Use of Business Network Analysis for Identifying Financial Fraud Features . December 2013; 2013 SIGBPS Workshop on Business Processes and Service, 15/12/2013 - 15/12/2013, Milan, Italy. pp. 82-87 ZHU, Chen; WAT, Kai Kwong; FANG, Bing; LIAO, Shaoyi Stephen / Privacy and Social Effects in Location Sharing Services . June 2012; 2012 IEEE 1st International Conference on Services Economics (SE 2012), 24/06/2012 - 29/06/2012, , United States. WANG, Wei; XU, Jin; XU, Kaiquan; REN, Jimmy; LIAO, Stephen / A Framework Design of a Distributed Traffic Information System with Historical Database . August 2010; 16th Cross Straits Information Management Conference, 05/08/2010 - 06/08/2010, , China. XU, Kaiquan; LIAO, Stephen; WANG, Wei; REN, Jimmy / Discovering Core Opinion Contributors in Social Network Sites . August 2010; 16th Cross Straits Information Management Conference, 05/08/2010 - 06/08/2010, , China. REN, Jimmy; HUANG, Gerald; WANG, Wei; XU, Kaiquan; Liao, Stephen / Improving Information Systems Development Agility by Organizational Learning in Large Scale Company- A Case Study . August 2010; 16th Cross Straits Information Management Conference, 05/08/2010 - 06/08/2010, , China. WANG, Guangxu; Xu, David (Jingjun); LIAO, Stephen Shaoyi / How Online Reviews Should Be Summarized via AI to Facilitate Review Reading . December 2025; ICIS 2025 Proceedings. Xiao, Xiao; Yang, Yukun; Chen, Kun; Stephen Liao, Shaoyi / Generative AI and Human Bias: Insights from Editing Behaviors on a Knowledge-Sharing Platform . July 2025; Annual Meeting Proceedings: Copenhagen 2025. Vol. 2025 WANG, Guangxu; LI, Zengxi; LIAO, Stephen Shaoyi / Interacting Reviews and Q&As on E-commerce Platforms: Three Information Channel Interaction Designs . July 2025; PACIS 2025 Proceedings. WANG, Guangxu; Xu, David (Jingjun); LIAO, Stephen Shaoyi / The Effect of Online Review Portal Design: The Moderating Role of Explanations for Review Filtering . November 2023; ICIS 2023 Proceedings . Tian, Yuyang; Claudy, Marius; Xu, David (Jingjun); LIAO, Shaoyi Stephen / Exploring the Role of AI Explanations in Delivering Rejection Messages: A Comparative Analysis of Organizational Justice Perceptions between HR and AI . November 2023; ICIS 2023 Proceedings. Cao, Qiang; Liu, Yan; Wang, Guangxu; HE, Yuxin; Wang, Kuanglan; Liao, Shaoyi (Stephen); Pu, Lixin / Building A Deep Learning Model for Multi-Label Classification of Natural Disasters . July 2023; 2023 IEEE 3rd International Conference on Information Technology, Big Data and Artificial Intelligence (ICIBA). pp. 505-509 Wang, Kuanglan; Chan, Kwan Ho; Liu, Engui; Cao, Qiang; Liu, Yan; He, Yuxin; Wang, Guangxu; Liao, Shaoyi Stephen; Chen, Xinying; Pu, Lixin / Design of Liver Cancer Diagnosis System with Structured Database . July 2023; 2023 IEEE 3rd International Conference on Information Technology, Big Data and Artificial Intelligence (ICIBA). pp. 1187-1192 Wang, Kuanglan; Chan, Kwan Ho; Liu, Engui; Liu, Yan; Cao, Qiang; Wang, Guangxu; He, Yuxin; Liao, Shaoyi (Stephen); Chen, Xinying; Pu, Lixin / Exploring the Role of Deep Learning in Liver Segmentation . July 2023; 2023 IEEE 3rd International Conference on Information Technology, Big Data and Artificial Intelligence (ICIBA). pp. 839-845 CAO, Qiang; CHENG, Xian; LIAO, Shaoyi Stephen / The Impact of Competitive Threats from the Product Market on Data Breaches . June 2023; PACIS 2023 Proceedings. Cao, Qiang; Wang, Puxi; Liao, Shaoyi (Stephen) / Design and Implementation of an Eco Electric Vehicle Energy Management System . October 2022; HCI International 2022 – Late Breaking Papers: HCI for Today’s Community and Economy: 24th International Conference on Human-Computer Interaction, HCII 2022, Proceedings. pp. 314-323 Tian, Yuyang; Ye, Han; Liao, Shaoyi (Stephen) / New Energy Hybrid Environment Power Management System: Design and Test Based on DSpace High-Fidelity Simulation . October 2022; HCI International 2022 – Late Breaking Papers: HCI for Today’s Community and Economy: 24th International Conference on Human-Computer Interaction, HCII 2022, Proceedings. pp. 362-375 CAO, Qiang; ZHANG, Zhongju John; LIAO, Shaoyi Stephen / Would the Health Insurance Policy Affect the Cross-City Online Health Consultation? An Empirical Study . July 2021; PACIS 2021 Proceedings. CAO, Qiang; HU, Wei; ZHOU, Sijia; LUO, Bei; YU, Yuxuan; LIAO, Shaoyi Stephen; ZHAO, J. Leon; LAU, Raymond Yiu-Keung / The Role of Media Coverage on Pandemic Containment: Empirical Analysis of the COVID-19 Case . June 2020; PACIS 2020 Proceedings. Cao, Qiang; Liao, Stephen Shaoyi; Meng, Xiangqian; Ye, Han; Yan, Zhenbin; Wang, Puxi / Identification of viable embryos using deep learning for medical image . December 2018; Proceedings of 2018 5th International Conference on Bioinformatics Research and Applications. pp. 69-72 Xu, Yujing; Tong, Yu; Liao, Stephen Shaoyi / Self-control matters: Examining indirect use of hospital information systems and its control mechanisms . December 2018; ACIS 2018 - 29th Australasian Conference on Information Systems: Conference Proceedings. Liu, Xu; Liao, Stephen Shaoyi; Rong, Peimiao / Vehicle Stability Control Based on RBF Adaptive Terminal Sliding Mode Controller . November 2017; 2017 IEEE MIT Undergraduate Research Technology Conference (URTC). Xu, Yujing; Tong, Yu; Liao, Stephen Shaoyi; Yu, Yugang; Zhou, Guangquan / Understanding the impact of indirect system use in the hospital: A control perspective . December 2016; 2016 International Conference on Information Systems, ICIS 2016. Dong, Wei; Liao, Stephen Shaoyi; Xu, Yujing; Feng, Xiaoqian / Leading Effect of Social Media for Financial Fraud Disclosure: A Text Mining Based Analytics . August 2016; AMCIS 2016 Proceedings. Xu, Yujing; Tong, Yu; Liao, Stephen Shaoyi / Enhancing work performance in stable post-adoptive stage: A system use-related behaviors perspective . June 2016; Pacific Asia Conference on Information Systems, PACIS 2016 - Proceedings. Dong, Wei; Liao, Shaoyi; Liang, Liang / FINANCIAL STATEMENT FRAUD DETECTION USING TEXT MINING: A SYSTEMIC FUNCTIONAL LINGUISTICS THEORY PERSPECTIVE . June 2016; Proceeding of the 20th Pacific Asia Conference on Information Systems (PACIS 2016). Cheng, Xian; Sun, Xinbo; Liao, Stephen Shaoyi; Hua, Zhongsheng; Yang, Xiaolu; Huang, Mengshen / The Effect of Diversification on Financial Contagion . March 2016; 2016 49th Hawaii International Conference on System Sciences (HICSS). pp. 1771-1780 Cheng, Xian; Liao, Stephen Shaoyi; Zhao, Haichuan; Sun, Xinbo; Hua, Zhongsheng; Xu, Yujing / A Study of Financial Contagion in Interbank System . March 2016; 2016 49th Hawaii International Conference on System Sciences (HICSS). pp. 4485-4494 Cheng, Xian; Liu, Zishan; Liao, Stephen Shaoyi; Huang, Mengshen / Focusing on customer relationship management in healthcare context . 2016; AMCIS 2016: Surfing the IT Innovation Wave - 22nd Americas Conference on Information Systems. Zhou, Guangquan; He, Wei; Pang, Zhihui; Chen, Xiumin; Xu, Yujing; Stephen, Liao Shaoyi; Chen, QinQun / Biomechanical Evaluation for Bone Allograft in Treating the Femoral Head Necrosis: Thorough Debridement or not? . August 2015; Emerging Trends in Computational Biology, Bioinformatics, and Systems Biology: Algorithms and Software Tools. pp. 155-167 Cheng, Xian; Liao, Stephen Shaoyi; Xu, Yiteng; Hua, Zhongsheng; Dai, Yang / Contagion in a financial system . August 2015; Information Systems Development: Transforming Healthcare through Information Systems. Xu, Yujing; Tong, Yu; Liao, Stephen Shaoyi; Yu, Yugang / Understanding the impact of indirect system use on task performance in hospital: An agency theory perspective . July 2015; PACIS 2015 Proceedings. LI, Jin; Cheng, Xian; Dai, Yang; Wu, Huaping; Dong, Wei; Liao, Stephen Shaoyi / Use of Complex Networks Theory in Emergency/Disaster Management . 2015; LISS 2013. pp. 997-1002 Fan, Wenjie; Fan, Wei; Liao, Stephen Shaoyi; Yeung, Kai-Hau / Community-based cheater detection in location-based social networks . August 2014; ASONAM 2014 - Proceedings of the 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining. pp. 936-941 Dong, Wei; Liao, Shaoyi; Fang, Bing; Cheng, Xian; Zhu, Chen; Fan, Wenjie / The detection of fraudulent financial statements: An integrated language model approach . June 2014; Proceedings - Pacific Asia Conference on Information Systems, PACIS 2014. Xu, Kaiquan; Wang, Wei; Ren, Jimmy S. J.; Xu, Jin; Liu, Long; Liao, Stephen S. Y. / Classifying Consumer Comparison Opinions to Uncover Product Strengths and Weaknesses . May 2014; Computational Linguistics: Concepts, Methodologies, Tools, and Applications. Vol. 2-3, pp. 987-1000 Cheng, Xian; Liao, Stephen Shaoyi; Dong, Wei; Dai, Yang; Yang, Xiaolu / Focusing on centrality measure in emergency medical services . 2014; Proceedings - Pacific Asia Conference on Information Systems, PACIS 2014. Ren, Jimmy S. J.; Ge, Huizhong; Wu, Xiaoyu; Wang, Guan; Wang, Wei; Liao, Stephen Shaoyi / Effective sentiment analysis of corporate financial reports . December 2013; International Conference on Information Systems (ICIS 2013): Reshaping Society Through Information Systems Design. Vol. 2, pp. 1367-1375 Ren, Jimmy Sj.; Wang, Wei; Wang, Jiawei; Liao, Stephen Shaoyi / Exploring the contribution of unlabeled data in financial sentiment analysis . July 2013; Proceedings of the 27th AAAI Conference on Artificial Intelligence, AAAI 2013. pp. 1149-1155 Zhu, Chen; Li, Qixing; Liao, Stephen Shaoyi / Business network-based framework design for financial fraud detection . June 2013; Vision 2020: Innovation, Development Sustainability, and Economic Growth - Proceedings of the 21st International Business Information Management Association Conference, IBIMA 2013. pp. 528-538 Wang, Wei; Yang, Xuan; Zhong, Xuepan; Hua, Zhimin; Hu, Daning; Liao, Stephen Shaoyi / Software piracy governance and tariff policy in emerging markets . 2013; Vision 2020: Innovation, Development Sustainability, and Economic Growth - Proceedings of the 21st International Business Information Management Association Conference, IBIMA 2013. Vol. 2, pp. 513-518 Wang, Jiawei; Ren, Jimmy SJ; Wang, Wei; LI, Xin; Li, Qiudan; Liao, Stephen SY / When multivariate forecasting meets unsupervised feature learning: Towards a novel anomaly detection framework for decision support . December 2012; International Conference on Information Systems (ICIS 2012). Vol. 5, pp. 4364-4373 Zhang, Wenping; Cai, Yi; Lau, Y.K. Raymond; Liao, Stephen; KWOK, Chi-Wai Ron / Semi-Supervised Text Mining for Dynamic Business . July 2012; Proceedings of Pacific Asia Conference on Information Systems. ZHU, Chen; WAT, Kai Kwong; REN, Chao; LIAO, Shaoyi Stephen / A study of users’ intention to voluntarily contribute real-time traffic information through mobile devices . April 2012; E-Life: Web-enabled convergence of commerce, work, and social life: 10th Workshop on E-Business, WEB 2011, Shanghai, China, December 4, 2011, Revised selected papers. pp. 421-428 Song, Long; Zhang, Wenping; Liao, Stephen S.Y.; Kwok, Ron C.W. / A critical analysis of the state-of-the-art on automated detection of deceptive behavior in social media . 2012; Proceedings - Pacific Asia Conference on Information Systems, PACIS 2012. Zhang, Wenping; Lau, Raymond Y. K.; Liao, Stephen S.Y.; Kwok, Ron Chi-Wai / A probabilistic generative model for latent business networks mining . 2012; International Conference on Information Systems, ICIS 2012. Vol. 2, pp. 1102-1118 Zhu, Chen; Wat, Kai Kwong; Ren, Chao; Liao, Stephen Shaoyi / A study of users' intention to voluntarily contribute real-time traffic information through mobile devices . 2012; E-Life: Web-Enabled Convergence of Commerce, Work, and Social Life. Vol. 108 LNBIP, pp. 421-428 Ren, Jimmy S.J.; Wang, Wei; Wang, Jiawei; Liao, Stephen / An unsupervised feature learning approach to improve automatic incident detection . 2012; IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC. pp. 172-177 Zhu, Chen; Wat, Kai Kwong; Fang, Bing; Liao, Stephen Shaoyi / Privacy and social effects in location sharing services a social cost-effectiveness analysis . 2012; Proceedings - 2012 IEEE 1st International Conference on Services Economics, SE 2012. pp. 62-65 Zhang, Wenping; Cai, Yi; Lau, Raymond Y.K.; Liao, Stephen S.; Kwok, Ron C.W. / Semi-supervised text mining for dynamic business network discovery . 2012; Proceedings - Pacific Asia Conference on Information Systems, PACIS 2012. Zhou, Jinglei; Xu, Jin; Liao, Shaoyi / Abnormal traffic incident detection based on hidden markov models . 2011; ICTE 2011 - Proceedings of the 3rd International Conference on Transportation Engineering. pp. 3098-3103 Xu, Kaiquan; Li, Jiexun; Lau, Raymond Y.K.; Liao, Stephen Shaoyi; Fang, Bing / An effective method of discovering target groups on social networking sites . 2011; International Conference on Information Systems 2011, ICIS 2011. Vol. 4, pp. 2980-2995 Ren, Jimmy S.J.; Wang, Wei; Hua, Zhimin; Xu, Kaiquan; Liao, Stephen S.Y. / Optimal refactoring policy for agile information systems maintenance: A control theoretic approach . 2011; International Conference on Information Systems 2011, ICIS 2011. Vol. 3, pp. 2454-2463 Xu, Jin; Zhu, Jing; Liao, Stephen S.Y. / Organizational context in Information Systems research: Perspectives and components . 2011; International Conference on Management and Service Science, MASS 2011. Xu, Kaiquan; Li, Jiexun; Liao, Stephen Shaoyi / Sentiment community detection in social networks . 2011; ACM International Conference Proceeding Series. pp. 804-805 Lau, Raymond Y. K.; Liao, Stephen S. Y.; Xu, Kaiquan / An empirical study of online consumer review spam: A design science approach . 2010; ICIS 2010 Proceedings - Thirty First International Conference on Information Systems. Zhang, Jiadong; Xu, Jin; Zhu, Chen; Wang, Wei; Liao, Stephen Shaoyi / Constructing summarizations for V2V traffic data based on sampling methods . 2010; 2010 IEEE Vehicular Networking Conference, VNC 2010. pp. 139-143 Xu, Kaiquan; Xu, Jin; Liu, Long; Ren, Jimmy S.J.; Wang, Wei; Liao, Stephen Shaoyi; Song, Yuxia / Predict market share with users' online activities data: An initial study on market share and search index of mobile phone . 2010; PACIS 2010 - 14th Pacific Asia Conference on Information Systems. pp. 627-633 Xu, Kaiquan; Liao, Stephen Shaoyi; Lau, Raymond Y.K.; Tang, Heng; Wang, Shanshan / Building comparative product relation maps by mining consumer opinions on the Web . 2009; 15th Americas Conference on Information Systems 2009, AMCIS 2009. Vol. 3, pp. 1653-1661 Xu, Kaiquan; Liao, Lejian; Liao, Stephen Shaoyi; Tang, Heng; Lau, Raymond Y.K. / Self-teaching semantic annotation method for knowledge discovery from text . 2009; Proceedings of the 42nd Annual Hawaii International Conference on System Sciences, HICSS. Xu, Kaiquan; Liao, Stephen Shaoyi; Lau, Raymond Y.K.; Wang, Shanshan / Toward semantic annotation for business analysis: A method for reducing training examples . 2009; ICIS 2009 Proceedings - Thirtieth International Conference on Information Systems. Tang, Heng; Liao, Stephen Shaoyi; Sun, Sherry Xiaoyun / Mining Sequential Relations from Multidimensional Data Sequence for Prediction . December 2008; ICIS 2008 Proceedings - Twenty Ninth International Conference on Information Systems. pp. 197-211 Tang, Heng; Liao, Stephen Shaoyi; Sun, Sherry Xiaoyun / Extraire des relations séquentielles à partir de séquences de données multidimensionnelles dans un but de prévision . 2008; ICIS 2008 Proceedings - Twenty Ninth International Conference on Information Systems. Xu, Kaiquan; Liao, Stephen Shaoyi; Lau, Raymond Y. K.; Liao, Lejian / Knowledge acquisition with supervised ontology population . 2008; PACIS 2008 - 12th Pacific Asia Conference on Information Systems: Leveraging ICT for Resilient Organizations and Sustainable Growth in the Asia Pacific Region. Xu, Kaiquan; Liao, Stephen Shaoyi; Lau, Raymond Y. K.; Liao, Lejian / Towards a SVM-struct based active learning algorithm for least cost semantic annotation . 2008; Proceedings - 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2008. pp. 111-114 Tang, Heng; Liao, Stephen Shaoyi; Xu, JingJun / An open platform for context-aware short message service . December 2007; 13 th Americas Conference on Information Systems: AMCIS 2007 "Reaching New Heights". Vol. 3, pp. 2083-2096 Wang, Michael Chuansan; Liao, Stephen; Zhu, Roger Shijun; Xu, David Jingjun; Chen, Huapin; Wang, Weiping / Evaluation on a Personalized Mobile Advertising System: a Comparative Approach . July 2007; PACIS 2007 Proceedings: 11th Pacific Asia Conference on Information Systems. pp. 12-18 Li, Qiudan; Liao, Stephen Shaoyi; Li, Dandan / A clustering model for mining consumption patterns from imprecise electric load time series data . September 2006; Fuzzy Systems and Knowledge Discovery: Third International Conference, FSKD 2006, Xi'an, China, September 24-28, 2006, Proceedings. pp. 1217-1220 XU, David Jingjun; LIAO, Stephen; TANG, Heng / The Importance of Personalization in Affecting Consumer Attitudes toward Mobile Advertising in China . December 2005; ACIS 2005 Proceedings. Xu, David JingJun; Liao, Stephen; Tang, Heng / The importance of personalization in affecting consumer attitude toward mobile advertising in China . 2005; ACIS 2005 Proceedings - 16th Australasian Conference on Information Systems. Leung, F.; Chau, T.; Tang, T.; Liao, S. / A virtual laboratory for an online web-based course - 'Rapid e-business systems development' . 2003; Advances in Web-Based Learning -- ICWL 2003: Second International Conference, Melbourne, Australia, August 18-20, 2003, Proceedings. pp. 93-103 Wang, Mo; Rees, S. J.; Liao, S. Y.; Chan, Joyce / Mining web usage data for real-time online recommendation . 2003; ICEIS 2003 - Proceedings of the 5th International Conference on Enterprise Information Systems. Vol. 2, pp. 575-578 Wang, Mo; Rees, S. J.; Liao, S. Y. / Building an online purchasing behavior analytical system with neural network . 2002; Data Mining III. pp. 225-237 Shao, Y. P.; Lee, M. K O; Liao, S. Y. / Virtual organizations: The key dimensions . 2000; Proceedings - Academia/Industry Working Conference on Research Challenges 2000: Next Generation Enterprises: Virtual Organizations and Mobile/Pervasive Technologies, AIWORC 2000. pp. 3-8 YAN, Zhenbin; LIAO, Shaoyi Stephen; CHEN, Xinran; XU, Yujing / 一種視覺追蹤方法、裝置、計算機設備以及介質 . September 2023; LIAO, Shaoyi Stephen; FAN, Zhening; XIE, Hai Zhu; RONG, Peimiao; ZHANG, Yi; LI, Jin; DU, Peng; WANG, Lixin; ZHU, Jiajian; ZHAO, Xianren / 一種基於超寬帶雷達的人體微弱呼吸信號檢測方法 . June 2021; LIAO, Shaoyi Stephen; XU, Yujing; WANG, Puxi / 一種新能源汽車穩定性控制方法及系統 . April 2021;