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蔡志豐 教授
學歷: 英國桑德蘭大學資訊系統博士
專長: 多媒體資訊檢索、資料探勘、人工智慧
辦公室: I1-914
分機: 66525

    期刊論文

  • Tsai, C.-F.* (); Training Support Vector Machines Based on Stacked Generalization for Image Classification., Neurocomputing, vol. 64, pp. 497-503.(SCI)
  • Tsai, C.-F.*, McGarry, K., and Tait, J. (2006); Qualitative Evaluation of Automatic Assignment of Keywords to Images., Information Processing and Management, vol. 42, no. 1, pp. 136-154.(SSCI)
  • Tsai, C.-F.* (2007); A Review of Image Retrieval Methods for Digital Cultural Heritage Resources., Online Information Review, vol. 31, no. 2, pp. 185-198.(SSCI)
  • Tsai, C.-F.* (2007); Image Mining by Spectral Features: A Case Study of Scenery Image Classification., Expert Systems with Applications, vol. 32, no. 1, pp. 135-142.(SCI)
  • Tsai, C.-F.* (2007); On Classifying Digital Accounting Documents., International Journal of Digital Accounting Research, vol. 7, no. 13, pp. 51-68.(ABI/Inform)
  • Hung, C. * and Tsai, C.-F. (2008); Market Segmentation Based on Hierarchical Self-Organizing Map for Markets of Multimedia on Demand., Expert Systems with Applications, vol. 34, no. 1, pp. 780-787.(SCI)
  • Chang, S.-I. *, Tsai, C.-F., Shih, D.-H., and Hwang, C.-L. (2008); The Development of Audit Detection Risk Assessment System: Using the Fuzzy Theory and Audit Risk Model., Expert Systems with Applications, vol. 35, no. 3, pp. 1053-1067.(SCI)
  • Tsai, C.-F.* and Hung, C. (2008); Automatically Annotating Images with Keywords: A Review of Image Annotation Systems., Recent Patents on Computer Science. vol. 1, no. 1, pp. 55-68.
  • Huang, S.-M., Tsai, C.-F., Yen, D.C. *, and Cheng, Y.-L. (2008); A Hybrid Financial Analysis Model for Business Failure Prediction., Expert Systems with Applications, vol. 35, no. 3, pp. 1034-1040.(SCI)
  • Chang, S.-I. *, Tsai, C.-F., Shih, D.-H., and Hwang, C.-L. (2008); The Development of Audit Detection Risk Assessment System: Using the Fuzzy Theory and Audit Risk Model., Expert Systems with Applications, vol. 35, no. 3, pp. 1053-1067.(SCI))
  • Tsai, C.-F.* and Wu, J.-W. (2008); Using Neural Network Ensembles for Bankruptcy Prediction and Credit Scoring., Expert Systems with Applications, vol. 34, no. 4, pp. 2639-2649.(SCI)
  • Tsai, C.-F. and Yen, D.C. * (2008); Sensitivity Analysis of Mapping Local Image Features into Conceptual Categories., Library Hi Tech, vol. 26, no. 2, pp. 255-273.(SSCI)
  • Lin, C.-N. *, Tsai, C.-F., and Roan, J. (2008); Personal Photo Browsing and Retrieval by Clustering Techniques: Effectiveness and Efficiency Evaluation., Online Information Review, vol. 32, no. 6, pp. 759-772.(SCI)
  • Tsai, C.-F.* (2008); Financial Decision Support Using Neural Networks and Support Vector Machines., Expert Systems: The Journal of Knowledge Engineering, vol. 25, no. 4, pp. 380-393.(SSCI)
  • Lin, W.-C. *, Oakes, M., Tait, J., Tsai, C.-F. (2009); Improving Image Annotation via Useful Representative Feature Selection., Cognitive Processing.
  • Tsai, C.-F. *, Lin, Y.-C., and Wang, Y.-T. (2009); Discovering Stock Trading Preferences by Self-Organizing Maps and Decision Trees., International Journal on Artificial Intelligence Tools, vol. 18, no. 4.(SCI)
  • Lin, W-C. and Tsai, C.-F.* (2009); Feature Selection to Relate Words and Images., The Open Information Systems Journal, vol. 3, pp. 9-13.
  • Tsai, C.-F.* and Chiou, Y.-J. (2009); Earnings Management Prediction: A Pilot Study of Combining Neural Networks and Decision Trees., Expert Systems with Applications, vol. 36, no. 3, pp. 7183-7191.(SCI)
  • Huang, S.-M., Tsai, C.-F.*, and Huang, P.-C. (2009); Component-Based Software Version Management Based on a Component-Interface Dependency Matrix., Journal of Systems and Software, vol. 82, no. 3, pp. 382-399. (SCI)
  • Tsai, C.-F.* (2009); Feature Selection in Bankruptcy Prediction., Knowledge-Based Systems, vol. 22, no. 2, pp. 120-127.(SCI)
  • Tsai, C.-F.*and Hsiao, Y.-C. (2010) Combining Multiple Feature Selection Methods for Stock Prediction: Union, Intersection, and Multi-Intersection Approaches. Decision Support Systems, vol. 50, no. 1, pp. 258-269. (SCI; 管理學院傑出期刊) (); ,
  • Tsai, C.-F.* and Chen, M.-Y. (2010) Variable Selection by Association Rules for Customer Churn Prediction of Multimedia on Demand. Expert Systems with Applications, vol. 37, no. 3, pp. 2006-2015. (SCI) (); ,
  • Tsai, C.-F.* and Lin, C.-Y. (2010) A Triangle Area Based Nearest Neighbors Approach to Intrusion Detection. Pattern Recognition, vol. 43, no. 1, pp. 222-229. (SCI) (); ,
  • Tsai, C.-F.* and Chen, M.-L. (2010) Credit Rating by Hybrid Machine Learning Techniques. Applied Soft Computing, vol. 10, no. 2, pp. 374-380. (SCI) (NSC 96-2416-H-194-010-MY3) (); ,
  • Tsai, C.-F., Lin, Y.-C., Yen, D.C.*, and Chen, Y.-M. (2011) Predicting Stock Returns by Classifier Ensembles. Applied Soft Computing, vol. 11, no. 2, pp. 2452-2459. (SCI) (); ,
  • Hou, Y.-C., Quan, Z.-Y.*, and Tsai, C.-F. (2011) (n, n)-Priority and Progressive Visual Sharing Model. Journal of Information Management, vol. 18, no. 3, pp. 126-148. (TSSCI) (in Chinese) (); ,
  • Tsai, C.-F.*, Tsai, C.-T., Hung, C.-S, and Hwang, P.-S. (2011) Data Mining Techniques for Identifying Students at Risk of Failing a Computer Proficiency Test Required for Graduation. Australasian Journal of Educational Technology, vol. 27, no. 3, pp. 481-498. (SSCI) (); ,
  • Tsai, C.-F., Lin, W.-Y.*, Hong, Z.-F., and Hsieh, C.-Y. (2011) Distance Based Features in Pattern Classification. EURASIP Journal on Advances in Signal Processing, vol. 2011, article 62 (September). (SCI) (NSC 99-2410-H-008-033-MY2) (); ,
  • Chou, J.-S. and Tsai, C.-F.* (2012) Preliminary Cost Estimates for Thin-Film Transistor Liquid-Crystal Display Inspection and Repair Equipment: A Hybrid Hierarchical Approach. Computers and Industrial Engineering, vol. 62, no. 2, pp. 661-669. (SCI) (); ,
  • Tsai, C.-F.* and Chen, K.-C. (2012) Simple Instance Selection for Bankruptcy Prediction. Knowledge-Based Systems, vol. 27, pp. 333-342. (SCI) (NSC 96-2416-H-194-010-MY3) (); ,
  • Tsai, C.-F.* and Hung, C. (2012) Cluster Ensembles in Collaborative Filtering Recommendation. Applied Soft Computing, vol. 12, no. 4, pp. 1417-1425. (SCI) (); ,
  • Chou, J.-S.* and Tsai, C.-F. (2012) Concrete Compressive Strength Analysis using a Combined Classification and Regression Technique. Automation in Construction, vol. 24, pp. 52-60. (SCI) (); ,
  • Tsai, C.-F., Lu, Y.-H., and Yen, D.C.* (2012) Determinants of Intangible Assets Value: The Data Mining Approach. Knowledge-Based Systems, vol. 31, pp. 67-77. (SCI) (); ,
  • Lin, W.-Y., Hu, Y.-H., and Tsai, C.-F.* (2012) Machine Learning in Financial Crisis Prediction: A Survey. IEEE Transactions on Systems, Man and Cybernetics – Part C: Applications and Reviews, vol. 42, no. 4, pp. 421-436. (SCI) (NSC 96-2416-H-194-010-MY3) (); ,
  • Tsai, C.-F.* and Lin, W.-C. (2012) Scenery Image Retrieval by Meta-Feature Representation. Online Information Review, vol. 36, no. 4, pp 517-533. (SSCI) (NSC 99-2410-H-008-033-MY2) (); ,
  • Hung, C.*, Tsai, C.-F., Hung, S.-Y., and Ku, C.-J. (2012) OGIR: An Ontology-Based Grid Information Retrieval Framework. Online Information Review, vol. 36, no. 6, pp. 807-827. (SSCI) (); ,
  • Hou, Y.-C., Quan, Z.-Y.*, and Tsai, C.-F. (2012) Block-based Progressive Visual Secret Sharing. Journal of E-Business, vol. 14, no. 4, pp. 575-596. (TSSCI) (in Chinese) (); ,
  • Tsai, C.-F.*, Eberle, W., and Chu, C.-Y. (2013) Genetic Algorithms in Feature and Instance Selection. Knowledge-Based Systems, vol. 39, pp 240-247. (SCI) (NSC 99-2410-H-008-034) (); ,
  • Tsai, C.-F.* and Hsu, Y.-F. (2013) A Meta-Learning Framework for Bankruptcy Prediction. Journal of Forecasting, vol. 32, no. 2, pp. 167-179. (SSCI) (NSC 96-2416-H-194-010-MY3) (); ,
  • Tsai, C.-F.* and Hung, C. (2013) Popular Research Topics in Multimedia. Scientometrics, vol. 95, no. 1, pp. 465-479. (SSCI) (); ,
  • Hou, Y.-C.*, Quan, Z.-Y., Tsai, C.-F., Tseng, A.-Y. (2013) Block-Based Progressive Visual Secret Sharing. Information Sciences, vol. 233, pp. 290-304. (SCI) (); ,
  • Tsai, C.-F.*, Hu, Y.-H., Hung, C.-S., and Hsu, Y.-F. (2013) A Comparative Study of Hybrid Machine Learning Techniques for Customer Lifetime Value Prediction. Kybernetes, vol. 42, no. 3, pp. 357-370. (SCI) (); ,
  • Tsai, C.-F.* and Chen, Z.-Y. (2013) Crossing the Fuzzy Front End Chasm: Effective Product Project Concept Selection using a 2-Tuple Fuzzy Linguistic Approach. Journal of Intelligent and Fuzzy Systems, vol. 25, no. 3, pp. 755-770. (SCI) (); ,
  • Tsai, C.-F.* and Chang, C.-W. (2013) SVOIS: Support Vector Oriented Instance Selection for Text Classification. Information Systems, vol. 38, no. 8, pp. 1070 – 1083. (SCI) (); ,
  • Chou, J.-S.*, Tsai, C.-F., and Lu, Y.-H. (2013) Project Dispute Prediction by Hybrid Machine Learning Techniques. Journal of Civil Engineering and Management, vol. 19, no. 4, pp. 505-517. (SCI) (); ,
  • Tsai, C.-F.* (2014) Combining Cluster Analysis with Classifier Ensembles to Predict Financial Distress. Information Fusion, Special Issue on Hybrid Intelligent Fusion Systems, vol. 16, pp 46-58. (SCI) (NSC 96-2416-H-194-010-MY3) (); ,
  • Tsai, C.-F., Hu, Y.-H.*, and Lu, Y.-H. (2014) Customer Segmentation Issues and Strategies for an Automobile Dealership with Two Clustering Techniques. Expert Systems: The Journal of Knowledge Engineering. (SCI) (in press) (); ,
  • Tsai, C.-F.*, Hu, Y.-H., and Chen, Z.-Y. (2014) Factors Affecting Rocchio Based Pseudo Relevance Feedback in Image Retrieval. Journal of the American Society for Information Science and Technology. (SSCI) (in press) (); ,
  • Lin, W.-Y.*, Tsai, C.-F., Wu, P.-C., and Chen, B.-R. (2014) Image Retargeting using RGB-D Camera. Multimedia Tools and Applications. (SCI) (in press) (); ,
  • Tsai, C.-F.*, Chen, Z.-Y., and Ke, S.-W. (2014) Evolutionary Instance Selection for Text Classification. Journal of Systems and Software. (SCI) (in press) (); ,

    研討會

  • Tsai, C.-F., McGarry, K., and Tait, J. (2004);Automatic Metadata Annotation of Images via a Two-Level Learning Framework., Proceedings of the 2nd International Workshop on Semantic Web, in conjunction with ACM SIGIR’04, Sheffield, UK, July 25-29, pp. 32-42.
  • Huang, S.-M., Tsai, C.-F., and Chuang, C.-M. (2005);An Enhancement Semantic-Based Mechanism for Image retrieval., National Computer Symposium, Kun Shan University of Technology, Taiwan, Dec. 15-16.
  • Lin, C.-Y., Tsai, C.-F., and Hung, C. (2006);Data Mining in Intrusion Detection:A Review., 2006產業運籌與企業經營實務研討會,興國管理學院。
  • 蔡志豐,洪智力,許育峰 (2006);使用類神經網路進行破產預測與信用評估之效能分析。, 2006全球運籌暨供應鏈管理研討會,大同大學。
  • Huang, S.-M., Tsai, C.-F., Chuang, C.-M., and Tait, J. (2006);Learning Users’ Searching Behavior in Image Retrieval., Proceedings of the 1st International Workshop on Adaptive Information Retrieval, Glasgow, UK, Oct. 14.
  • 邱建豪,蔡志豐 (2006);推薦系統之現況與探討。, 2006 科技與管理研討會,興國管理學院。
  • Tsai, C.-F., Wu, J.-W., and Lin, C.-Y. (2007);Modeling Bankruptcy Prediction for Financial Decision Support: Using Neural Networks., International Conference on Information Management and Project Management, Kainan University, Taiwan, March, 31.
  • Chang, S.-I., Tsai, C.-F., and Hwang, C.-L. (2007);The Development of Audit Detection Risk Assessment System: Using the Fuzzy Theory and Audit Risk Model., Pacific Asia Conference on Information Systems, Auckland, New Zealand, July 3-6.
  • 邱偉明,蔡志豐 (2007);建構財務危機預測之最佳資料探勘模式。, 2007資訊科技國際研討會 (International Conference on Advanced Information Technologies),朝陽科技大學。
  • 郭伊衿,蔡志豐 (2007);比較特徵選取方法改善破產預測之研究。, 第三屆資訊管理暨專案管理實務國際研討會 (International Conference on Information Management and Project Management),開南大學。
  • 蔡志豐,陳茂元,鄭凱駿 (2007);整合關聯法則與決策樹進行隨選視訊(MOD)之客戶流失預測。, 第十三屆資訊管理暨實務研討會,樹德科技大學。
  • 蔡志豐,林秋瑾,林嘉陞 (2007);以資料包絡法與決策樹建構司法機關效率評估模式, 第十三屆資訊管理暨實務研討會,樹德科技大學
  • 蔡志豐,許育峯,邱婉玉 (2007);中心點式分類器之效能研究-以破產預測與信用評等為例。, 第十三屆資訊管理暨實務研討會,樹德科技大學。
  • 林俊男,鐘文欣,蔡志豐 (2008);應用分群技術於個人照片之瀏覽與檢索。, 2008第二屆資訊科技理論與應用國際研討會,興國管理學院。
  • 林岳喬,蔡志豐,王依婷 (2008);The Analysis of Trading Preferences among Various Types of Investors., International Conference on Accounting and Information Technology, 大同大學。
  • 許育峯,蔡志豐 (2008);機器學習技術之效能比較—以破產預測為例。, International Conference on Accounting and Information Technology, 大同大學。
  • Tsai, C.-F. and Wang, S.-P. (2009);Stock Price Forecasting by Hybrid Machine Learning Techniques., IAENG International Conference on Data Mining and Applications, Hong Kong, China, March 18-20, pp. 755-760.
  • Tsai, C.-F. and Lin, W.-C. (2009);Toward Context-Based Image Classification., IASTED European Conference on Internet and Multimedia Systems and Applications, Cambridge, United Kingdom, July 13-15.

    著作

  • Using Active Rules to Maintain Data Consistency in Data Warehouse Systems.
  • A Review of Bankruptcy Prediction Models: The Machine Learning Perspective.

年度 研究計畫名稱 研究計畫經費 補助單位
95 數位會計文件之內容管理與探勘 655,000 國科會
95 會計知識管理系統規劃委外服務 900,000 衛生署
96 應用機器學習技術建構最佳化財務預警模型 (三年期) 2,172,000 國科會
97 應用機器學習技術建構 最佳化財務預警模型 (三年期) 2,172,000 國科會
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