Artificial Intelligence | Transfer Deep Learning | Large Language Models | Machine Learning | Text-Mining
Research
Peer-reviewed Journal Publicasions
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17. Hou, J., Jiang, L., Ma, X., and Gopal, A. (2025). Examining Unintended Consequences of Platform-Provided Information on Demand in the Context of Restaurants’ Hygiene Information Disclosure. Information Systems Research, conditionally accepted.
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16. Jiang, L., Hou, J., Ma, X., and Pavlou, P. (2025). Punished for Success? A Natural Experiment of Displaying Clinical Hospital Quality on Review Platforms. Information Systems Research, published online. DOWNLOAD
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15. Chen, X., Ma, X., Scheibe, K. (2025). Omnichannel in Healthcare? Offline-to-Online Spillover Effects and Implications for Telemedicine in Treating Chronic Patients. Journal of Management Information Systems, accepted. Link to be public soon.
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14. Whelan, E., Morvannou, A., Ma, X., James, R., Clohessy, T., and Turel, O. (2024). Examining the Impact of Mobile Gambling Harm Minimisation Features: A Dualistic Model of Passion Perspective. European Journal of Information Systems, published online. LINK
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13. Nwafor, O., Ma, X., Johnson, N.A., Singh, R., and Aron, R. (2023). Differential Impacts of Technology-Network Structures on Cost Efficiency: Knowledge Spillovers in Healthcare. Journal of Management Information Systems, 40(3), 840-882. LINK
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12. Hou, J. and Ma, X.. (2022). Space Norms for Constructing Quality Reviews on Online Consumer Review Sites. Information Systems Research, 33(3), 1093-1112. DOWNLOAD
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11. Nwafor, O., Ma, X., Hou, J., and Johnson, N. (2022). Online Communities and Discontinuance of Information Technology-Enabled On-Demand Workers: Impacts of Informal Social Interactions Through Dual Commitments. International Journal of Information Management, 66(October), 102540, 1-14. LINK
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10. Ma, X., Kuem, J., Hou, J., Khansa, L., and Zhu, Z. (2021). Are All Contributions Equal? Investigating the Role of Community Participation in Crowdwork. Decision Sciences, 52(6), 1282-1325. LINK
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9. Kwak, D.-H., Ma, X., and Kim, S. (2021). When Does Social Desirability Become a Problem? Detection and Reduction of Social Desirability Bias in Information Systems Research. Information & Management, 58(7), 103500. LINK
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8. Kwak, D.-H., Lee, S., Ma, X., Lee, J., Khansa, L., and Brandyberry, A. (2021). Announcement of Formal Controls as Phase-shifting Perceptions: Their Determinants and Moderating Role in the Context of Mobile Loafing. Internet Research, 31(5), 1874-1898. LINK
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7. Hou, J.*, Kim, K.*, Kim, S.*, and Ma, X.* (2019). Disrupting Unwanted Habits in Online Gambling Through Information Technology. Journal of Management Information Systems, 36(4), 1213-1247 (* authors contributed equally). DOWNLOAD
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6. Ma, X., Khansa, L., and Kim, S.S. (2018). Active Community Participation and Crowdworking Turnover: A Longitudinal Model and Empirical Test of Three Mechanisms. Journal of Management Information Systems, 35(4), 1154-1187. DOWNLOAD
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5. Kwak, D., Ma, X., Polites, G., Srite, M., Hightower, R., Haseman, W. (2019). Cross-Level Moderation of Team Cohesion in Individuals’ Utilitarian and Hedonic Information Processing: Evidence in the Context of Team-based Gamified Training. Journal of the Association for Information Systems, 20(2), 161-185. DOWNLOAD
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4. Khansa, L., Ma, X., Liginlal, D., and Kim, S.S. (2015). Understanding Members’ Active Participation in Online Question-and-Answer Communities: A Theory and Empirical Analysis. Journal of Management Information Systems, 32(2), 162-203. LINK
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3. Ma, X., Kim, S.H., and Kim, S.S. (2014). Online Gambling Behavior: The Impacts of Cumulative Outcomes, Recent Outcomes, and Prior Use. Information Systems Research, 25(3), 511-527. LINK
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2. Ma, X., Khansa, L., Deng, Y., and Kim, S.S. (2014). Impact of Prior Reviews on the Subsequent Review Process in Reputation Systems. Journal of Management Information Systems, 30(3), 279-310. LINK
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1. Deng, Y., Hou, J., Ma, X., and Cai, S. (2013). A Dual Model of Entertainment-Based and Community-Based Mechanisms to Explore Continued Participation in Online Entertainment Communities. Cyberpsychology, Behavior, and Social Networking, 16(5), 378-384. LINK
Peer-reviewed Conference Proceedings & Presentations
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13. Hou, J., Jiang, L., Ma, X., and Gopal, Anandasivam. “Clean but No Thanks? Examining the Impact of Platform-Provided Restaurant Hygiene Information on Restaurant Demand in the US,” INFORMS Conference on Information Systems and Technology (CIST 2023), “Sustainability and Environment” Track, Phoenix, AZ, October 2023.
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12. Hou, J., Jiang, L., Ma, X., and Gopal, Anandasivam. “Clean but No Thanks? Examining the Impact of Platform-Provided Restaurant Hygiene Information on Restaurant Demand in the US,” 19th Symposium on Statistical Challenges in Electronic Commerce Research (SCECR 2023), Bogotá, Colombia, June 2023.
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11. Jiang, L., Hou, J., Ma, X., and Pavlou, P. “Punished for Success? A Natural Experiment of Displaying Clinical Hospital Quality on Crowdsourced Review Platforms,” INFORMS Conference on Information Systems and Technology (CIST 2022), “Crowdfunding and Crowdsourcing” Track, Indianapolis, IN, October 2022.
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10. Lee, S., Kwak, D., Khansa, L., Ma, X., and Tu, Y. “Announcement of Formal Control as a Phaseshifting Perception and Its Moderating Role in the Context of Mobile-loafing,” Proceedings of the 27th European Conference on Information Systems (ECIS 2019), Stockholm-Uppsala, Sweden.
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9. Ma, X. (presenter), Khansa, L., and Hou, J. “Toward a Contextual Theory of Turnover Intention in Online Crowdworking,” Proceedings of the 37th International Conference on Information Systems (ICIS 2016), Dublin, Ireland.
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8. Deng, Y., Hou, J., Liginlal, D., Yang, X., and Ma, X. (presenter) “Applying the Cox Model to Study Online Gambling Behavior,” Proceedings of the 37th International Conference on Information Systems (ICIS 2016), Dublin, Ireland.
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7. Bhuiyan, S., Goodarzi, S., Hou, J., and Ma, X. “What Prompts People to Participate in Online Auctions: A Study of Bidders’ Behavioral Intention,” presented at the International Communication Association (ICA) 66th Annual Conference (2016), Fukuoka, Japan.
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6. Ma, X. (presenter), Goh, K.Y., and Kim, K. “An Empirical Study of Consumer Behavior in Online Pay-to-Bid Auctions,” Proceedings of the 20th Americas Conference on Information Systems (AMCIS 2014), Savannah, GA.
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5. Hou, J. and Ma, X. “Online Photo-Posting as Narcissistic Supply: Social Media, Self-Esteem, and Self-Control,” presented at The Society for Consumer Psychology (SCP) Annual Winter Conference (2014), Miami, FL.
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4. Kim, K., Ma, X., and Kim, S.S. “Moderating Roles of Review Credibility and Author Popularity on Book Sales,” Proceedings of the 19th Americas Conference on Information Systems (AMCIS 2013), Chicago, IL.
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3. Ma, X. (presenter) and Kim, S.S. “Revisiting Self-selection Bias in E-word-of-mouth: An Integrated Model and Bayesian Estimation of Multivariate Review Behaviors,” Proceedings of the 32nd International Conference on Information Systems (ICIS 2011), Shanghai, China.
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2. Hou, J. and Ma, X. (presenter) “A Longitudinal Model of Post-Adoption Phenomena and Its Empirical Test in the Context of Social Games,” Proceedings of the 32nd International Conference on Information Systems (ICIS 2011), Shanghai, China.
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1. Ma, X. and Kim, S.S. “How Do Habit and Prior Outcomes Affect Online Gambling Use? A Multilevel Dynamic Panel Data Analysis,” INFORMS Annual Meeting (October 2010), Austin, TX.