陳志全 副教授
陳志全 Chih-Chuan Chen
◆ 學 歷:國立成功大學 工業與資訊管理學系博士 |
◆ 電 話:089-318855 分機6315 |
◆ 信 箱:ccchen@nttu.edu.tw |
◆ 專 長:資料探勘、商業智慧、類神經網路、計算數學 |
◆ 開授課程:資料探勘、開放資料應用、雲端運算與應用、大數據管理應用、商業智慧【113學年度第1學期課表】 |
研究著作 |
- Chuang, H. C., Chen, C. C., & Li, S. T. (2024). Advancing SVM classification: Parallelizing conjugate gradient for monotonicity enforcement. Knowledge-Based Systems, 302, 112388.
- Cheng, Y.-C., Chuang, H.-C. and Chen, C.-C. (2022), "Exploring the treatment effect of religious belief toward mental health with propensity score matching", Kybernetes, Vol. 51 No. 7, pp. 2259-2272. https://doi.org/10.1108/K-11-2020-0745
- Chuang, H. C., Chen, C. C., Li, S. T. (2020, Aug). Incorporating Monotonic Domain Knowledge in Support Vector Learning for Data Mining Regression Problems. Neural Computing and Applications (SCI), 32, 11791–11805.
- Hei-Fong Ho , Chih-Chuan Chen*, 'Application of artifitial neural network method to analyze user’s behavior using clickstream data,' Frontiers in Artificial Intelligence and Applications, Nov. 2017 . (EI )
- Sheng-Tun Li and Chih-Chuan Chen (2015, Oct). A Regularized Monotonic Fuzzy Support Vector Machine Model for Data Mining with Prior Knowledge. IEEE Transactions on Fuzzy Systems, Vol. 23, No. 5, October 2015, pp 1713-1727. (SCI).
- S.-C. Kuo, Chen, C.-C., and Li, S.-T.* (2015). Evolutionary Fuzzy Relational Modeling for Fuzzy Time Series Forecasting. Journal of Intelligent and Fuzzy Systems, Vol. 17, No. 3, pp 444-456 (SCI).
- Chih-Chuan Chen and Sheng-Tun Li (2014, May). Credit rating with a monotonicity-constrained support vector machine model. Expert Systems with Applications (SCI), 41(16), pp 7235–7247. 本人為第一作者.
- Li, S.-T., and Chen, C.-C., Huang, F. (2011, Jan). Conceptual-driven Classification for Coding Advise in Health Insurance Reimbursement. Artificial Intelligence In Medicine , Vol. 51, Issue 1, pp. 27-41. (SCI, 48/111, COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE ).
- Li, S.T., Kuo, S.C., Cheng, C.Y., and Chen, C.C. (2011, Jan). A Vector Forecasting Model for Fuzzy Time Series. Applied Soft Computing (SCI), Vol. 11, pp. 3125-3134. (SCI, 13/111, COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE ).
- Li, S.-T., Kuo, S.-C., Cheng, Y.-C., Chen, C.-C. (2010, Jul). Deterministic Vector Long-term Forecasting for Fuzzy Time Series. Fuzzy Sets and Systems (SCI), Vol. 13, pp. 1852 – 1870. (SCI, 11/99,COMPUTER SCIENCE, THEORY & METHODS ).
研討會論文 |
- Chen, C.-C., Chung, H.-C., Cheng, Y.-C.,“Estimating the causal effects of religious belief toward mind-spirit wellbeing using propensity score matching,”The 22nd Asia Pacific Management Conference (APMC 2021), October 28, 2021, Tainan, Taiwan.
- Chuang, H.C., Cheng, Y.C., Chen, C.C. (2019, Jul). A Regression Model of Location Selection for Beverage Chain in Taiwan. The Ninth International Conference on Advances in Information Mining and Management (IMMM 2019), Nice, France. 本人為通訊作者.
- Luo, S.F., Cheng, Y.C., Chen, C.C., Chuang, H.C. (2019, Jul). The Effect of Integrated Experiential Marketing on Brand Identification and Customer Intention: A Study on Global Fast Fashion Brands in Taiwan. The Ninth International Conference on Advances in Information Mining and Management (IMMM 2019), Nice, France.
- Chih-Chuan Chen, Hui-Chi Chuang, Yi-Chung Cheng, Sheng-Tun Li, Constraint Selection on Monotonic Support Vector Classifiers, The 5th International Congress on Advanced Applied Informatics (AAI2016), Kumamoto, Japan.
- Kuo Shu-Ching, Chen Chih-Chuan, Wang Hung-Jen, Li Sheng-Tun, A SteadyState Probabilities Model for Fuzzy Time Series Forecasting, The 5th International Congress on Advanced Applied Informatics (AAI2016), Kumamoto, Japan.
- Yi-Chung Cheng, Pei-Chih Chen, Chih-Chuan Chen*, Sheng-Tun Li (2015, Mar). An Enhanced HMM-Based for Fuzzy Time Series Forecasting Model. 16th World Congress of the International Fuzzy Systems Association (IFSA) and the 9th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT) (IFSA-EUSFLAT-2015), Gijón, Asturias (Spain). 本人為通訊作者.
- Chih-Chuan Chen, Shu-Ching Kuo, Yi-Chung Cheng, Pei-Chih Chen, Sheng-Tun Li (2015). Credit Rating with a Monotonicity-Constrained Metric Learning Support Vector Machine. International Conference on Innovation and Management (IAM2015S) , Sapporo, Japan . 本人為第一作者.
- P. C. Chen, C.-C. Chen, Y. C. Cheng, S.-T. Li, W. F. Lin (2014, Jul). An Effective Deterministic Forecasting Model For Fuzzy Time Series . International Conference on Business and Information (BAI214), 3-5 July, 2014, Osaka, Japan., Osaka, Japan..
- Y. C. Cheng, C.-C. Chen, S.-T. Li, W. F. Lin (2014, Jun). An Novel Fuzzy Time Series Forecasting Model by Similarity Measurement and Fuzzy Inference International Work-Conference on Time Series Analysis (ITISE214), 25-27 June, 2014, Granada, Spain.. International Work-Conference on Time Series Analysis (ITISE214), 25-27 June, 2014, Granada, Spain., Granada, Spain.
- C.-C. Chen , S.-C. Kuo , S.-T. Li, (2014, May). Constructing a Novel Monotonicity Constrained Support Vector Regression Model. 2014 International Conference on Technology Innovation and Industrial Management (TIIM 2014 ) , Seoul, Korea. 本人為第一作者.
- S.C. Kuo, C.C. Chen, H.J. Wang, T.L. Chen, S.T. Li (2014, May). Forecasting High Order Fuzzy Time Series With Minimum Recent Orders . 2014 International Conference on Technology Innovation and Industrial Management (TIIM 2014 ), 27‐30 May 2014, Seoul, Korea, Seoul, Korea.
- Tse-Jui Lin, Yu-Chon Liang, Chih-Chuan Chen, Sheng-Tun Li (2013, Sep). A Hybrid Approach to Sentiment Analysis. International Conference on Internet Studies (NETs 2013), Hong Kong. NSC 102-2410-H-434-003.
- Chih-Chuan Chen, Shu-Ching Kuo, Sheng-Tun Li (2013, Aug). The Development of a Novel Fuzzy-Relation Based Predictive Model for Outpatient Visits in Health Care. The 2013 International Conference on Medical Innovation and Computing Service (MICS), Tainan, Taiwan. 本人為第一作者.
- Chih-Chuan Chen, Yi-Chung Cheng, Hui-Chi Chuang, Sheng-Tun Li (2013, Jul). Constructing a Credit Scoring Model Using Data Mining. The 2013 International Conference on Business and Information (BAI2013), Bali, Indonesia. 本人為第一作者.
- C-C Chen, S-C Kuo, C-T Chien, Y-C Cheng, and S-T LI (2012, Jul). A Case-Based Refinement of Conceptual Knowledge. International Conference on Innovation and Management, Koror, Palau. 本人為第一作者.
- S. C. Kuo, H. J. Wang, C. C. Chen*, P.L. Huang, and S. T. Li (2012, Jul). A Hybrid Fuzzy Matrix Modeling for Fuzzy Time Series Forecasting. International Conference on Innovation and Management, Koror, Palau. 本人為通訊作者.
- Kuo, S. C., Wang, H. J., Chen, C. C, Huang, R. L, Li, S. T. (2011, Jul). Financial time series forecasting using the approach of fuzzy time series. 21st International Conference on the Pacific Rim Management(ACME 2011), Tainan, Taiwan.
- Kuo, S.C, Wang, H. J., Wei, H.Y., Chen, C. C., Li, S. T. (2011, Jun). Applying MDL in PSO for Learning Bayesian Networks. 2011 IEEE International Conference on Fuzzy Systems(FUZZ-IEEE 2011), Taipei, Taiwan.
- Chen, C.-C., Kuo, S.-C., Li, S.-T., and Chen, Y.-H. (2010, Jul). A Study of data mining with monotonicity constraints. International Conference on Business and Information (BAI2010), Kitakyushu, Japan. 本人為第一作者.
- Cheng, Y. C., Chen, P.C., Chen, C.-C. Li, S.-T. (2010, Jul). A similarity measure for fuzzy sets and fuzzy time series. International Conference on Business and Information (BAI2010), Kitakyushu, Japan.
- Kuo, S.-C., Chen, C.-C. Li, S.-T., and Chuang, C.-L. (2010, Jul). Applying Tabu-Genetic Algroithm to Scheduling Problems in Fastener Industry. International Conference on Business and Information (BAI2010), Kitakyushu, Japan.
- Chih-Chuan Chen, Yi-Chung Cheng, Sheng-Tun Li, and Kuo-Chen Tao (2010, May). Constructing a Monotonicity Constrained Support Vector Machines Model. The 21th International Conference on Information Management, Tainan, Taiwan. 本人為第一作者.
執行計畫 |
- 113年度教育部教學實踐計畫:應用連結主義與BOPPPS於雲端運算與服務課程之教學設計/主持人/2024.08.01-2025.07.31
- 113年度國科會專題研究計畫:應用具先備知識之深度支援向量機於遷移學習之研究/主持人/2024.08.01~2025.07.31
- 112年度國科會專題研究計畫:具先備知識之提升樹遷移學習之研究/主持人/2023.08.01~2024.07.31
- 111年度教育部教學實踐計畫:基於BOPPPS與動機模式之巨量資料分析方法與技術課程教學設計/主持人/2022.08.01-2023.07.31
- 110年度教育部教學實踐計畫:結合動機模式與連結主義對於學生學習動機與成效影響之研究/主持人/2021.08.01-2022.07.31
- 109年度教育部教學實踐計畫:結合動機模式與專題式學習對於學生學習動機與成效影響之研究-以巨量資料分析方法與技術課程為例/主持人/2020.08.01-2021.07.31
- 108年度科技部專題研究計畫:應用具先備知識之支援向量機於遷移學習之研究/主持人/2019.08.01~2021.07.31
- 107年度科技部專題研究計畫:具先備知識支援向量模糊迴歸之研究/主持人/2018.08.01~2019.10.31
- 107年度教育部教學實踐計畫:ARCS動機模式促進學生學習成效之研究-以網頁程式設計課程為例/主持人/2018.08.01-2019.07.31
- 105年度科技部專題研究計畫:建構以文字探勘為基礎之感性工學系統於顧客需求分析之研究/主持人/2016.08.01~2017.10.31
- 104年度科技部專題研究計畫:建構高效能SMO演算法於單調性支援向量機之研究/主持人/2015.08.01~2016.07.31
- 102年度科技部專題研究計畫:主題模型於情感分析之研究/主持人/2013.08.01~2014.07.31
教學輔導 |
- 113年度大專學生研究計畫
學生姓名:張焱凱
計畫名稱:資訊化時代下的資安問題─基於GAN生成對抗網路之惡意攻擊偵測模型
計畫編號:113-2813-C-143-003-H - 112年度大專學生研究計畫
學生姓名:曾嚴霆
計畫名稱:應用文字探勘分析中學生網站高中生心得比賽之閱讀理解能力-以台東地區為研究對象
計畫編號:112-2813-C-143-005-H - 110年度大專學生研究計畫
學生姓名:吳貞儀
計畫名稱:應用深度學習與文字探勘於社群網路泛政治化留言之識別
計畫編號:110-2813-C-143-009-H - 109年度大專學生研究計畫
學生姓名:黃冠富
計畫名稱:結合深度學習與文字探勘應用於假新聞辨別
計畫編號:109-2813-C-143-022-H
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