指導老師 Advisor

• 1. Ming-Yen Lin, I-Chen Hsieh, and Sue-Chen Hsueh*, "Enhancing Personalized Explainable Recommendations with Transformer Architecture and Feature Handling," Electronics (Special issue: Recommender Systems: Approaches, Challenges and Applications, 3rd Ed.), 14(5), 998. https://doi.org/10.3390/electronics14050998 (IF:2.6, Q2), 2025-02. (SCIE,EI)

  2. Ming-Yen Lin, Hsin-You Chi and Wen-Cheng Chao*, "Multitask learning to predict successful weaning in critically ill ventilated patients: A retrospective analysis of the MIMIC-IV database," DIGITAL HEALTH, Volume 10: 1-13. (https://doi.org/10.1177/20552076241289732) (IF:2.9, Q2), 2024-10. (SCIE)

  3. Ming‐Yen Lin, Hsuan‐Chun Liu, and Sue‐Chen Hsueh*, "Enhanced Text Classification with Label‐Aware Graph Convolutional Networks," Electronics (Special Issue: Advanced Machine Learning, Pattern Recognition, and Deep Learning Technologies: Methodologie, 13, 2944. https://doi.org/10.3390/electronics13152944 (IF:2.6, Q2), 2024-07. (SCIE)

  4. Sue-Chen Hsueh, Min-Shan Shih, Ming-Yen Lin*, "Context Enhanced Recurrent Neural Network for Session-Aware Recommendation," Communications in Computer and Information Science, vol. 2075, Springer, Vol. 2075 (https://doi.org/10.1007/978-981-97-1714-9_5), 2024-03. (EI)

  5. Ming-Yen Lin, Ping-Chun Wu and Sue-Chen Hsueh*, "Optimizing Session-Aware Recommenders: A Deep Dive into GRU-Based Latent Interaction Integration," Future Internet (Special issue: Deep Learning in Recommender Systems), 16(2), 51; https://doi.org/10.3390/fi16020051 (ESCI, IF:3.4, CITESCORE:6.7), 2024-01. (EI)

  6. Ming-Yen Lin, Yuan-Ming Chang, Chi-Chun Li, and Wen-Cheng Chao*, "Explainable Machine Learning to Predict Successful Weaning of Mechanical Ventilation in Critically Ill Patients Requiring Hemodialysis," Healthcare, 11(6), 910; https://doi.org/10.3390/healthcare11060910 (SCIE, PubMed, PMC, IF:3.16), 2023-03. (SSCI,SCIE)

  7. Ming-Yen Lin, Cheng-Tai Fu, and Sue-Chen Hsueh*, "Interactive Mining of Probabilistic Frequent Patterns in Uncertain Databases," International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, Vol. 30, Issue 02, pp. 263 - 283, 2022 (IF:1.518), 2022-04. (SCIE,EI)

  8. Ming-Yen Lin, Chi-Chun Li, Pin-Hsiu Lin, Jiun-Long Wang, Ming-Cheng Chan, Chieh-Liang Wu, and Wen-Cheng Chao*, "Explainable Machine Learning to Predict Successful Weaning among Patients Requiring Prolonged Mechanical Ventilation: A Retrospective Cohort Study in Central Taiwan," Frontiers in Medicine, https://doi.org/10.3389/fmed.2021.663739, 2021-04. (SCIE,PubMed, PMC, Scopus (IF:5.09))

  9. Chien-An Hu, C.-M. Chen, Y.-C. Fang, S.-J. Liang, H.-C. Wang, W.-F. Fang, C.-C. Sheu, W.-C. Perng, K.-Y. Yang, K.-C. Kao, C.-L. Wu, C.-S. Tsai, Ming- Yen Lin*, Wen-Cheng Chao*, "Using a machine learning approach to predict mortality in critically ill influenza patients: a cross- sectional retrospective multicentre study in Taiwan," BMJ Open, BMJ Open 2020; 10:e033898. doi:10.1136/ bmjopen-2019-033898, 2020-02. (SCIE,EI)

  10. Ming-Yen Lin, Sue-Chen Hsueh, and Chih-Chen Chan, "Mining and Maintenance of Sequential Patterns using a Backward Generation Framework," Journal of Information Science and Engineering, Vol. 34, No. 5, pp. 1329 - 1349, 2018-09. (SCIE,EI)

  11. Ming-Yen Lin, Chao-Wen Yang, and Sue-Chen Hsueh, "Efficient Computation of Group Skyline Queries on MapReduce," GSTF Journal on Computing, Vol. 5, No.1: 69, 2016-08. (Technology and Engineering)

  12. Ming-Yen Lin, Tzer-Fu Tu, Sue-Chen Hsueh, "High Utility Pattern Mining using the Maximal Itemset Property and Lexicographic Tree Structures," Information Sciences: an International Journal, vol.215, pp. 1-14, 2012-12. (SCIE,EI)

  13. Ming-Yen Lin, Sue-Chen Hsueh, and Chia-Wen Chang, "Fast discovery of sequential patterns in large databases using effective time-indexing," Information Sciences: An International Journal, 178/22, PP. 4228~4245, 2008-11. (SCIE,EI)

  14. Ming-Yen Lin, Sue-Chen Hsueh, and Chia-Wen Chang, "Mining Closed Sequential Patterns with Time Constraints," Journal of Information Science and Engineering, 24/1, PP. 33~46, 2008-01. (SCIE,EI)

  15. Ming-Yen Lin and Suh-Yin Lee, "Efficient Mining of Sequential Patterns with Time Constraints by Delimited Pattern-Growth," Knowledge and Information Systems, 7/4, PP. 499~514, 2005-05. (SCIE,EI)

  16. Ming-Yen Lin and Suh-Yin Lee, "Fast Discovery of Sequential Patterns through Memory Indexing and Database Partitioning," Journal of Information Sciences and Engineering, 21/1, PP. 109~128, 2005-01. (SCIE,EI)

  17. Ming-Yen Lin and Suh-Yin Lee, "Interactive Sequence Discovery by Incremental Mining," Information Sciences: An International Journal, 165/3-4, PP. 187~205, 2004-10. (SCIE,EI)

  18. Ming-Yen Lin and Suh-Yin Lee, "Incremental Update on Sequential Patterns in Large Databases by Implicit Merging and Efficient Counting," Information Systems, 29/5, PP. 385~404, 2004-07. (SCIE,EI)

• Publications (Other)

  1. Sue-Chen Hsueh, Min-Shan Shih, Ming-Yen Lin*,"Context Enhanced Recurrent Neural Network for Session-Aware Recommendation ," The 28th International Conference on Technologies and Applications of Artificial Intelligence (TAAI2023), pp., 2023-12. National Yunlin University of Science and Technology .

  2. Ming-Yen Lin, Yu-Ju Lin, and Sue-Chen Hsueh, "Using Spark for Text Mining on Large Scale Liver Cancer Literature ," 2021 3rd International Conference on Big Data Engineering and Technology, pp., 2021-06. online conference .

  3. Ming-Yen Lin, Tzer-Fu Tu, and Sue-Chen Hsueh, "Mining High Utility Itemsets of Generalized Quantity with Pattern-Growth Structures ," 2019 International Conference on Machine Learning and Intelligent Systems, Springer Book Series--Smart Innovation, Systems and Technologies, 2019-11. National Dong Hua University .

  4. Ming-Yen Lin, "Efficient Processing of Skyline Join-Queries, with or without Constraints ," 2019 International Conference for Leading and Young Computer Scientists, pp., 2019-02. Okinawa Gender Equality Center .

  5. Ming-Yen Lin, Pei-Wun Chen, and Sue-Chen Hsueh*,"Probabilistic Mobile-Pattern Mining from Uncertain Trajectories with Time Constraints ," 2018 International Conference on INTERNET STUDIES, pp., 2018-04. SunPort Hall, Takamatsu .

  6. Ming-Yen Lin, Yueh-Lin Lin, and Sue-Chen Hsueh, "Discovering Group Skylines with Constraints by Early Candidate Pruning ," The 13th International Conference on Advanced Data Mining and Applications, pp., 2017-12. NTU Alumni House at Marina Square, Singapore .

  7. Chih-Yu Wang and Ming-Yen Lin*,"Prediction of Accrual Expenses in Balance Sheet Using Decision Trees and Linear Regression ," The 2016 Conference on Technologies and Applications of Artificial Intelligence, pp., 2016-11. National Tsing Hwa University, Taiwan .

  8. Ming-Yen Lin, Tien-Jing Wang, and Sue-Chen Hsueh*,"Improving MapReduce-based Entity-resolution by Data-load Balancing ," The Fifth ASE International Conference on Big Data, pp., 2015-10. Kaohsiung, Taiwan .

  9. Sue-Chen Hsueh, Ming-Yen Lin*, and Yi-Chun Chiu, "A Load Based Map reduce Algorithm for Blocking-based Entity-resolution with Multiple keys ," 12th Australasian Symposium on Parallel and Distributed Computing, pp., 2014-01. Auckland, New Zealand .

  10. Wan-Chao Lee, Tzer-Fu Tu, and Ming-Yen Lin*,"互動式資料串流高頻封閉項目集探勘 ," 2013年第七屆資訊科技國際研討會(AIT2013, pp., 2013-04. 台中市，朝陽科技大學 .

  11. Ming-Yen Lin, Tsung-Che Lee, Sue-Chen Hsueh, "Improving Classification Accuracy of Associative Classifiers by Using K-Conflict-rule Preservation ," ACM 7th International Conference on Ubiquitous Information Management and Communication (ICUIMC'13) (EI), pp., 2013-01. Kota Kinabalu, Malaysia .

  12. Ming-Yen Lin, Pei-Yu Lee and Sue-Chen Hsueh, "Apriori-based Frequent Itemset Mining Algorithms on MapReduce ," ACM 6th International Conference on Ubiquitous Information Management and Communication, (EI), 2012-02. Kuala Lumpur, Maylaysia .

  13. Ming-Yen Lin, Cheng-Tai Fu and Sue-Chen Hsueh, "Incremental Update on Probabilistic Frequent Itemsets in Uncertain Databases ," ACM 6th International Conference on Ubiquitous Information Management and Communication, (EI), 2012-02. Kuala Lumpur, Malaysia .

  14. 董燕文、林明言、許芳榮,"人類基因中外顯子跳躍事件的頻繁內隱子片段與循序樣式探勘 ," 2011 National Computer Symposium, p, 2011-12. 嘉義, Taiwan .

  15. Sue-Chen Hsueh, Ming-Yen Lin, Kuo-Chen Tseng, "Equivalent Range Queries in Reverse Skyline Computations ," European Conference on Data Mining 2011, 111-118, 2011-07. Rome, Italy .

  16. Ming-Yen Lin, Sue-Chen Hsueh, Hung-Jr Yao, "Efficient Mining of Sequential Patterns in Time-Sensitive Data Streams ," European Conference on Data Mining 2011, 127-134, 2011-07. Rome, Italy .

  17. Sue-Chen Hsueh, Jing-Yan Lin, Ming-Yen Lin, "Secure Cloud Storage for Convenient Data Archive of Smart Phones ," 15th IEEE International Symposium on Consumer Electronics, (EI), 2011-06. Singapore .

  18. Ming-Yen Lin, Sue-Chen Hsueh, Chien-Hsiang, Tung, "Interactive Stream Mining of Maximal Frequent Itemsets Allowing Flexible Time Intervals and Support Thresholds ," he Fourth International Conference on Ubiquitous Information Management and Communication (EI), 2010-01. Suwon, Korea .

  19. Ming-Yen Lin, Sue-Chen Hsueh, Ming-Hong Chen, and Hong-Yang Hsu, "Mining Sequential Patterns for Image Classification in Ubiquitous Multimedia Systems ," The Fifth International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIHMSP 2009) (EI), pp. 303-306, 2009-09. Kyoto, Japan .

  20. Ming-Yen Lin, Sue-Chen Hsueh, Chih-Chin Chan, "Incremental Discovery of Sequential Patterns Using a Backward Mining Approach ," 12th IEEE International Conference on Computational Science and Engineering (EI), pp. 64-70, 2009-08. Vancouver, Canada .

  21. Sue-Chen Hsueh, Shao-Wei Chen,Wei-Sheng Wang, Ming-Yen Lin, "A Secure and Lightweight Mobile Coupon System using QR Code for Mobile Tagging ," International Business and Information, 2009-07. Malaysia .

  22. Sue-Chen Hsueh, Wei Sheng Wang, Shao-Wei Chen, Ming-Yen Lin, "Integrating Mobile Payments with Stored Value Cards: Securing the User Identities and Merchant Authentications ," International Conference on Business and Information, 2009-07. Malaysia .

  23. Sue-Chen Hsueh, Ming-Yen Lin, and Chien-Liang Chen, "Mining Negative Sequential Patterns for E-Commerce Recommendations ," 2008 International Workshop on E-Commerce Services and Applications (ECSA08; EI), Vol. 1, pp. 1213-1218, 2008-12. Yilan .

  24. Ming-Yen Lin, Sue-Chen Hsueh, and Chung-Yi Wang, "Interactive Mining of Frequent Patterns in a Data Stream of Time-Fading Models ," 8th Int'l Conf.Intelligent System Design and Applications (ISDA08; EI), Vol. 1, pp. 513-518, 2008-11. Kaohsiung .

  25. Sue-Chen Hsueh, Ming-Yen Lin ,and Kun-Lin Lu, "Mining Generalized Association Rules for Service Recommendations for Digital Home Applications ," Third International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIHMSP07; EI), Vol.1, pp. 631-634, 2007-11. Kaohsiung .

  26. Sue-Chen Hsueh, Ming-Yen Lin, and Hui-Lin Wong, "Mining Fuzzy Sequential Rules of One-Day Trippers for Automatic Tourism Recommendations ," International Conference on Business and Information, 2007-07. Japan .

  27. 薛夙珍, 林明言, 翁慧琳,"高銷售且高獲利率商品關聯法則之模糊資料探勘 ," 2007 第十八屆國際資訊管理學術研討會, 2007-05. 台北 .

  28. Ming-Yen Lin, Sue-Chen Hsueh, and Chia-Wen Chang, "Mining Closed Sequential Patterns with Time Constraints ," International Computer Symposium 2006, Vol. 1, pp.346-351, 2006-12. Taipei, Taiwan .

  29. Sue-Chen Hsueh, Ming-Yen Lin, and Kun-Lin Lu, "Mining Multidimensional Service Patterns with Time Constraints in a Mobile Commerce Environment ," 2006 INFORMS International Conference, pp., 2006-06. Hong Kong .

  30. 薛夙珍、梁嘉鴻、林明言,"一個以匯總資料防護隱私之關聯規則探勘方法 ," 第九屆人工智慧與應用研討會, 2004-11. 台北 .

  31. Ming-Yen Lin and Suh-Yin Lee, "Improving the Efficiency of Interactive Sequential Pattern Mining by Incremental Pattern Discovery ," 36th Hawaii International Conference on System Sciences, 8 pages, 2003-01. Hawaii, USA .

  32. Ming-Yen Lin and Suh-Yin Lee, "Fast Discovery of Sequential Patterns by Memory Indexing ," 4th International Conference on Data Warehousing and Knowledge Discovery, pp. 150-160(LNCS 2454), 2002-09. Aix-en-Provence, France .

  33. Ming-Yen Lin, Suh-Yin Lee, and Sheng-Shun Wang, "DELISP: Efficient Discovery of Generalized Sequential Patterns by Delimited Pattern-Growth Technology ," Pacific-Asia Conference on Knowledge Discovery and Data Mining, 189-209 (LNCS 2336), 2002-05. Taipei, Taiwan .

  34. Ming-Yen Lin and Suh-Yin Lee, "A Fast Lexicographic Algorithm for Association Rule Mining in Web Applications ," ICDCS Workshop on Knowledge Discovery and Data Mining in the World-Wide Web, F7-F14, 2000-05. Taipei, Taiwan .

  35. Ming-Yen Lin and Suh-Yin Lee, "Incremental Update on Sequential Patterns in Large Databases ," 10th IEEE International Conference on Tools with Artificial Intelligence, 24-31, 1998-11. Taipei, Taiwan.

Misc.

1. 專業書籍/楊東麟 洪明傳 林明言 張本杰 許政穆等編著/適地性行動應用網路與數位內容製作技術/ 易習圖書/ 中華民國 /2011

2. Sue-Chen Hsueh, Min-Shan Shih, Ming-Yen Lin*/Context Enhanced Recurrent Neural Network for Session-Aware Recommendation/Communications in Computer and Information Science, vol. 2075 /Springer /2024-03-01/ Vol. 2075 (https://doi.org/10.1007/978-981-97-1714-9_5)

3. Ming-Yen Lin, Tzer-Fu Tu, Sue-Chen Hsueh/Mining High Utility Itemsets of Generalized Quantity with Pattern-Growth Structures/Peng, SL., Favorskaya, M., Chao, HC. (eds) Sensor Networks and Signal Processing. Smart Innovation, Systems and Technologies /Springer /2021-01-01/ Vol. 176, pp. 447–464 (https://doi.org/10.1007/978-981-15-4917-5_33)

4. Ming-Yen Lin/Time-Constrained Sequential Pattern Mining/Encyclopedia of Data Warehousing and Mining 2nd Edition, Editor: John Wang /Ideal Group Reference /2008-08-01/ 1974-1978 /

5. Ming-Yen Lin, Sue-Chen Hsueh, and Sheng-Kun Hwang/Interactive Mining of Frequent Itemsets over Arbitrary Time Intervals in a Data Stream/Database Technologies 2008, Fekete, A. and Lin, X., Eds. /Australian Computer Society /2008-01-01/ CPRIT Vol.75,pp. 15-21 /NSC96-2221-E-035-093 (Australasian Database Conference 2008)

6. Ming-Yen Lin, Sue-Chen Hsueh and Chia-Wen Chang/Fast Discovery of Time-constrained Sequential Patterns Using Time-Indexes/Lecture Notes in Artificial Intelligence /Springer Verlag /2006-08-01/ Vol. 4093, pp. 693-701 /(ADMA 2006), NSC95-2221-E-035-114 (SCI/EI)

7. Ming-Yen Lin, Sue-Chen Hsueh and Sheng-Kun Hwang/Variable Support Mining of Frequent Itemsets over Data Streams Using Synopsis Vectors/Lecture Notes in Artificial Intelligence /Springer Verlag /2006-04-01/ Vol. 3918, pp. 724-728 /(PAKDD06), NSC94-2213-E-035-012 (SCI/EI)

1. 高效能可解釋循序推薦系統之研發/2024-08~2025-07 /NSTC113-2221-E-035-062- /主持人

2. 具解釋能力的真假新聞辨識與事實摘要生成系統/2024-07~2025-02 /113-2813-C-035-035-E /主持人

3. 可解釋性之呼吸器相關事件(VAE)醫療預測/2022-07~2023-02 /111-2813-C-035-026-E /主持人

4. 結合靜態特徵與動態行為之推薦與預測系統之研發/2020-08~2021-07 /MOST109-2221-E-035-064- /主持人

5. 應用於雙人對談之動態氣氛音樂推播系統/2020-07~2021-02 /109-2813-C-035-070-E /主持人

6. 整合循序樣式之階段感知與序列感知推薦系統之研發/2019-08~2020-07 /MOST108-2221-E-035-067- /主持人

7. 可行動之高效益循序樣式勘測方法之研發/2018-08~2019-07 /MOST107-2221-E-035-072- /主持人

8. 整合圖像分析、翻譯與資訊搜尋之自動翻譯系統/2018-07~2019-02 /107CFD0600181 /主持人

9. 高效率連結天際線查詢技術之研發/2017-08~2018-07 /MOST106-2221-E-035-096- /主持人

10. 相片電影之協作拼貼系統/2015-07~2016-02 /104-2815-C-035-041-E /主持人

11. 語音標籤強化之照片群協同編輯系統/2014-07~2015-02 /103-2815-C-035-050-E /主持人

12. 可變更探勘條件之滑動窗模式資料串流頻繁樣式勘測/2010-08~2011-07 /NSC99-2221-E-035-075- /主持人

13. 高效能資料串流循序樣式探勘技術之研發/2009-08~2010-07 /NSC98-2221-E-035-069- /主持人

14. 智慧型手機規劃-以逢甲為例/2009-07~2010-02 /NSC98-2815-C-035-027-E /主持人

15. 互動式資料串流頻繁樣式探勘技術之研發/2008-08~2009-07 /NSC97-2221-E-035-064- /主持人

16. 可變動探勘條件之高效能資料串流頻繁樣式探勘/2007-08~2008-07 /NSC96-2221-E-035-093- /主持人

17. 大型序列型態資料分類與預測技術之研發(2/2)/2006-08~2007-07 /NSC95-2221-E-035-114- /主持人

18. 大型序列型態資料分類與預測技術之研發(1/2)/2005-08~2006-07 /NSC94-2213-E-035-012- /主持人

19. 大型資料庫中具時間限制循序樣式之勘測/2004-08~2005-07 /NSC93-2218-E-035-010 /主持人

1. 財富管理頂級客戶之開發研究 /2017-09~2018-06 /主持人

2. 105年度扎根高中職資訊科學教育計畫 /2016-08~2017-07 /協同主持人

3. 高維度陣列的分散式運算 /2014-05~2015-04 /共同主持人

2016 林靖琨 具限制條件聚合連結之高效率天際線查詢方法

2011 李建誠 在有限的記憶體中探勘時間敏感資料串流之頻繁項目

2008 劉吉評 互動式資料串流高頻項目集探勘 

2006 張家汶 碩士論文：具時間限制之高效率序列樣式探勘演算法

114 林畔茵/結合虛擬寵物與智慧穿戴之健康管理系統 

114 邱聖築/應用NLP於多商品組合之對話式推薦系統 

113 王貞今/具解釋能力的真假新聞辨識與事實摘要生成系統

112 林瑞庭/可解釋性之呼吸器相關事件(VAE)醫療預測

109 林品秀/應用於雙人對談之動態氣氛音樂推播系統

107 黃子塵/整合圖像分析、翻譯與資訊搜尋之自動翻譯系統

104 蘇王奕翔/相片電影之協作拼貼系統

103 林靖琨/語音標籤強化之照片群協同編輯系統

098 傅承泰/智慧型手機規劃-以逢甲為例

大專學生研究創作獎

109 林品秀/應用於雙人對談之動態氣氛音樂推播系統

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