Journal Paper
- Chin-Hui Lai*, Kuo-Chiuan Tseng (2022). Applying Deep Learning Models to Analyze Users’ Aspects, Sentiment, and Semantic Features for Product Recommendation. Applied Sciences, 12(4), 2118.
- Chia-Nan Chen, Chin-Hui Lai, Guan-Wei Lu, Ching-Chun Huang, Le-Jean Wu, Hui-Chuan Lin, and Ping-Shun Chen (2022). Applying Simulation Optimization to Minimize Drug Inventory Costs: A Study of a Case Outpatient Pharmacy. Healthcare, 10(3), 556.
- Chin-Hui Lai*, Wei-Ping Lee, Yung-Lin Fu (2021).Churn Prediction Based on the Analysis of Customers' Preferences and Social Behavior on a Big Data Platform. Journal of Technology Management, 26(1), 1-28.
- Chin-Hui Lai*, Chia-Yu Hsu (2021). Rating prediction based on combination of review mining and user preference analysis. Information Systems, 99, 10174. (SCI)
- Chin-Hui Lai*, Duen-Ren Liu, Kun-Sin Lien (2021). A hybrid of XGBoost and aspect-based review mining with attention neural network for user preference prediction. International Journal of Machine Learning and Cybernetics, 12(5), 1203–1217. (SCI)
- Chin-Hui Lai*, Yu-Chieh Chang (2019). Document recommendation based on the analysis of group trust and user weightings. Journal of Information Science, 45(6), 845-862. (SSCI)
- Chin-Hui Lai*, Shin-Jye Lee, Hung-Ling Huang (2019). A social recommendation method based on the integration of social relationship and product popularity. International Journal of Human-Computer Studies, 121, 42-57. (SSCI)
- 李維平, 李國誠, 賴錦慧, 廖玟柔, 陳俊諺, 鍾佾蓁 (2018). 運用類神經網路建構台股指數期貨預測模型. 先進工程學刊, 13, 73-78.
- Shin-Jye Lee, Tonglin Chen, Lun Yu, Chin-Hui Lai* (2018). Image Classification Based on the Boost Convolutional Neural Network. IEEE Access, 6, 12755-12768. (SCI)
- Wei-Ping Lee, Chin-Hui Lai*, Hsueh-Wei Liu, Yu-Tung Lin, Wen-Jou Liao (2017). Combining Sale Comparison Approach and Data Mining Techniques in Prediction Models of House Prices. Journal of Advanced Engineering, 12 (3), 141-149. (Chinese)
- Chin-Hui Lai*, Duen-Ren Liu, Men-Lan Liu (2015). Recommendations based on personalized tendency for different aspects of influences in social media. Journal of Information Science, 41 (6), 814-829. (SSCI)
- Wei-Ping Lee, Chin-Hui Lai*, Chun-Chieh Su (2015). A Novel Hierarchical Clustering Algorithm Using the Micro-Cluster Strategy, Journal of Advanced Engineering, 10(3), 117-124. (Chinese)
- Chin-Hui Lai* (2015). Applying knowledge flow mining to group recommendation methods for task-based groups. Journal of the Association for Information Science and Technology, 66(3), 545–563, 2015. (SSCI).
- Szu-Yin Lin, Chin-Hui Lai*, Chih-Heng Wu, Chi-Chun Lo (2014). A trustworthy QoS-based collaborative filtering approach for web service discovery. Journal of Systems and Software, 93, 217–228. (SCI).
- Chin-Hui Lai, Duen-Ren Liu, Cai-Sin Lin (2013). Novel personal and group-based trust models in collaborative filtering for document recommendation. Information Sciences, 239, 31-49. (SCI).
- Duen-Ren Liu, Chin-Hui Lai*, Ya-Ting Chen (2012). Document recommendations based on knowledge flows: A hybrid of personalized and group-based approaches. Journal of the American Society for Information Science and Technology, 63(10), 2100-2117. (SSCI).
- Duen-Ren Liu, Chin-Hui Lai*, Hsuan Chiu (2011). Sequence-based trust in collaborative filtering for document recommendation. International Journal of Human-Computer Studies, 69 (9), 587-601. (SSCI).
- Duen-Ren Liu, Chin-Hui Lai* (2011). Mining Group-based Knowledge Flows for Sharing Task Knowledge. Decision Support Systems, 50(2), 370-386. (SCI).
- Chin-Hui Lai*, and Duen-Ren Liu (2009). Integrating knowledge flow mining and collaborative filtering to support document recommendation. Journal of Systems and Software, 82, 2023-2037. (SCI)
- Duen-Ren Liu, Chin-Hui Lai*, and Wang-Jung Lee (2009). A hybrid of sequential rules and collaborative filtering for product recommendation. Information Sciences, 179(20), 3505-3519. (SCI)
- Duen-Ren Liu, Meng-Jung Shih, Churn-Jung Liau, and Chin-Hui Lai* (2009). Mining the change of event trends for decision support in environmental scanning. Expert Systems with Applications, 36(2, Part 1), 972-984. (SCI)
- Duen-Ren Liu, Chin-Hui Lai*, and Chiu-Wen Huang (2008). Document recommendation for knowledge sharing in personal folder environments. Journal of Systems and Software, 81(8), 1377-1388. (SCI)
Conference Paper
- Chin-Hui Lai*, Kuo-Chiuan Tseng (2021). Applying Deep Learning in User Preference for Rating Prediction, IEEE International Conference on Electronic Communications, Internet of Things and Big Data (ICEIB), Taiwan. (Best Paper Award)
- Chin-Hui Lai*, Yung-Lin Fu (2019). Analyzing Customers’ Preferences and Social Behavior on a Big Data Platform for Churn Prediction. International Conference on Advanced Information Science and System (AISS), Singapore.
- Chin-Hui Lai*, Duen-Ren Liu, Siao-Rong Lin (2018). Document Recommendation with Implicit Feedback Based on Matrix Factorization and Topic Model. IEEE International Conference on Applied System Innovation (ICASI), Chiba, Tokyo, Japan. (Best Paper Award)
- Chin-Hui Lai*, Pei-Ru Hong (2017). Group Recommendation Based on the Analysis of Group Influence and Review Content. The 9th Asian Conference on Intelligent Information and Database Systems (ACIIDS), Kanazawa, Japan, 100-109.
- Chin-Hui Lai*, Duen-Ren Liu, Chi-Hao Yeh (2016). Social Recommendation Based on the Analysis of Interest and Follow Influences. The 4th IIAE International Conference on Intelligent Systems and Image Processing (ICISIP), Kyoto, Japan, 233-239.
- Chin-Hui Lai*, Yu-Chieh Chang (2015). Combining Group Trust and Weighting to Recommend Documents for Task-based Groups. International Conference on Business and Information (BAI), Hawaii, USA.
- Chin-Hui Lai* (2014). A Novel Group Recommendation Based on Knowledge Flows. 16th IEEE Conference on Business Informatics (CBI), Geneva, Switzerland. (EI)
- Chin-Hui Lai*, Hung-Ling Huang, and Wei-Ping Lee (2014). A Novel Product Recommendation Based on the Integration of Social Interaction and Trust Relationships. International Conference on Business and Information (BAI), Osaka, Japan.
- Wei-Ping Lee, Chin-Hui Lai*, and Meng-Chieh Chung (2014). Using Data Mining and Multi-Classification Technology in Corporate Financial Distress Prediction Model. International Conference on Business and Information (BAI), Osaka, Japan.
- Chin-Hui Lai*, Duen-Ren Liu, Mei-Lan Liu (2013). Recommendations Based on Different Aspects of Influences in Social Media. 14th International Conference on Electronic Commerce and Web Technologies (EC-Web), Lecture Notes in Business Information Processing, Prague, Czech Republic, 194-201. (EI)
- Szu-Yin Lin, Chin-Hui Lai*, Chih-Heng Wu, Chi-Chun Lo (2013). A trustworthy QoS-based mechanism for web service discovery based on collaborative filtering. Fifth International Conference on Ubiquitous and Future Networks (ICUFN), Da Nang, Vietnam, 71-76. (EI)
- Chin-Hui Lai*, Duen-Ren Liu, Cai-Sin Lin (2012). Applying Personal and Group-based Trust Models in Document Recommendation. Proceedings of the International Conference on Data Technologies and Applications (DATA), Rome, Italy, 29-38. (EI)
- Chin-Hui Lai*, Duen-Ren Liu, Ya-Ting Chen (2011). Recommending Documents via Knowledge Flow-based Group Recommendation. 6th International Conference on Software and Data Technologies, Seville, Spain, 341-349. (EI)
- Hsuan Chiu, Duen-Ren Liu, and Chin-Hui Lai* (2009), Sequence-Based Trust for Document Recommendation, 10th International Conference on Electronic Commerce and Web Technologies (EC-Web), LNCS 5692, Linz, Austria, 240-251.(EI)
- Chin-Hui Lai*, Duen-Ren Liu (2008). Mining knowledge flow for modeling the information needs of task-based groups. The IEEE International Conference on Information Reuse and Integration (IRI 2008), Las Vegas, Nevada, USA, July, 13-15.(EI)
- Chin-Hui Lai*, Duen-Ren Liu (2007). Knowledge Flow-Based Document Recommendation for Knowledge Sharing. The Second International Conference on Knowledge Science, Engineering and Management (KSEM), Melbourne Australia, November 2007, LNAI 4798, 325-335.
- Duen-Ren Liu, Chin-Hui Lai*, Wang-Jung Lee (2007). A Hybrid of Sequential Rules and Collaborative Filtering for Product Recommendation. The 9th IEEE International Conference on E-Commerce Technology and the 4th IEEE International Conference on Enterprise Computing, E-Commerce, and E-Services (CEC/EEE 2007), Tokyo, Japan, 211-220. (EI)
- Chiu-Wen Huang, Chin-Hui Lai*, Duen-Ren Liu (2005). Document Recommendation in Organizations with Personal Folders,” Proceedings of the Fifth International Conference on Electronic Business (ICEB), Hong Kong, 249-251.
- Meng-Jung Shih, Duen-Ren Liu, Churn-Jung Liau, Chin-Hui Lai* (2004). Mining the Change of Events in Environmental Scanning for Decision Support. The Fourth International Conference on Electronic Business (ICEB), China, 1156-1161.
Books
- 賴錦慧, “人機介面設計” , 東華書局 , 2010 , ISBN: 9789861549439 .
- 施雅月 & 賴錦慧, “資料探勘” , 台灣培生教育 , 2008 , ISBN: 9789861546575 .
- Lai, C. (2010). Design the user interface: strategies for effective human-computer interaction (Chinese Version), TungHua, Taiwan.
- Shih, Y. & Lai, C. (2008). Introduction to data mining (Chinese Version), Pearson Education, Taiwan.
Research Projects and Grants
Ministry of Science and Technology (MOST), Taiwan
- 以深度學習方法為基礎之評論探勘與評分預測
Review Mining and Rating Prediction Based on Deep Learning Methods
Aug 2020 - July 2022
Grand ID: MOST 109-2410-H-03-011-MY2
- 結合評論探勘與使用者喜好分析之評分預測
Rating prediction based on combination of review mining and user preference analysis
Aug 2018 - July 2020
Grand ID: MOST 107-2410-H-033-019
- 於巨量資料平台分析主題模型與社群行為之使用者流失預測
Prediction of user churn based on the analysis of topic model and social behavior under a big data platform
Aug 2017 - July 2018
Grand ID: MOST 106-2410-H-033-013
- 應用影響力分析與主題模型於群組書籍推薦
Applying the analysis of user influence and topic modelling to book recommendations for groups
Aug 2015 - July 2017
Grand ID: MOST 104-2410-H-033-027
- 整合社會關係與產品熱門程度之產品推薦機制
Combining social relationship and product popularity for product recommendation on a social network
Aug 2014 - July 2015
Grand ID: MOST 103-2410-H-033-025
- 以個人和群體信任為基礎之文件推薦
Document Recommendations Based on Hybrid Personal and Group Trust Models
Aug 2013 - July 2014 [Year 2 of 2]
Grand ID: NSC 101-2410-H-033-022-MY2
- 以個人和群體信任為基礎之文件推薦
Document Recommendations Based on Hybrid Personal and Group Trust Models
Aug 2013 - July 2014 [Year 1 of 2]
Grand ID: NSC 101-2410-H-033-022-MY2
- 整合知識流探勘於群體推薦方法之研究
A study of integrating knowledge flow mining with a group recommendation method
Aug 2011 - July 2012
Grand ID: NSC 100-2410-H-033-037