生物醫學文字資料探勘導論
Introduction to Text Mining in Biomedicine
| 節 | 週五 |
|---|---|
5 13:20–14:10 | 生物醫學文字資料探勘導論 YS405（陽明） 2 節連堂 |
6 14:20–15:10 |
* 根據陽明交大上課時間表所列
This course introduces students to the concepts and applications of text mining in the biomedical and healthcare domains. Students will learn how to explore and transform language data from clinical records, research papers, and patient narratives into useful insights. No programming skills are required—students will use user-friendly software and case studies to understand the basic methods, applications, and ethical considerations of text mining.
Knowledge about artificial intelligence or machine learning (optional, not required).
無備註
This course will be taught in English with mostly classroom learning, partly synchronous learning and asynchronous learning.
Class participation & discussions: 15% Assignments & short reports: 35% Quizzes: 10% Group project presentation: 25% Final class report: 15%
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Peace Memorial Day. No Class. 2026-02-27(五) 時數：[2026-02-27]蘇家玉(2.00) |
| 第 2 週 | Introduction - What is Text Mining in Biomedicine? 2026-03-06(五) 時數：[2026-03-06]蘇家玉(2.00) |
| 第 3 週 | Natural Language Processing - How Computers “Read” Text? 2026-03-13(五) 時數：[2026-03-13]蘇家玉(2.00) |
| 第 4 週 | Finding Important Words and Phrases 2026-03-20(五) 時數：[2026-03-20]蘇家玉(2.00) |
| 第 5 週 | Grouping Texts by Similarity 2026-03-27(五) 時數：[2026-03-27]蘇家玉(2.00) |
| 第 6 週 | Children's Day. No Class. 2026-04-03(五) 時數：[2026-04-03]蘇家玉(2.00) |
| 第 7 週 | Opinions and Sentiment in Health Texts 2026-04-10(五) 時數：[2026-04-10]蘇家玉(2.00) |
| 第 8 週 | Discovering Themes in Biomedical Text 2026-04-17(五) 時數：[2026-04-17]蘇家玉(2.00) |
| 第 9 週 | Clinical Notes and Electronic Health Records 2026-04-24(五) 時數：[2026-04-24]蘇家玉(2.00) |
| 第 10 週 | Labor's Day. No Class. 2026-05-01(五) 時數：[2026-05-01]蘇家玉(2.00) |
| 第 11 週 | Biomedical Literature and Research Trends 2026-05-08(五) 時數：[2026-05-08]蘇家玉(2.00) |
| 第 12 週 | Public Health and Patient Narratives 2026-05-15(五) 時數：[2026-05-15]蘇家玉(2.00) |
| 第 13 週 | Hands-on with User-Friendly Tools 2026-05-22(五) 時數：[2026-05-22]蘇家玉(2.00) |
| 第 14 週 | Future of Text Mining and AI in Biomedicine 2026-05-29(五) 時數：[2026-05-29]蘇家玉(2.00) |
| 第 15 週 | Final Project Demonstration I 2026-06-05(五) 時數：[2026-06-05]蘇家玉(2.00) |
| 第 16 週 | Final Project Demonstration II 2026-06-12(五) 時數：[2026-06-12]蘇家玉(2.00) |
1. “Practical Text Mining and Statistical Analysis for Non-structured Text Data Applications.” Miner, G., Delen, D., Elder, J., Fast, A., Hill, T., & Nisbet, R. (2012). Academic Press. 2. “Biomedical Natural Language Processing.” Zeng-Treitler, Q., & Luo, Y. (Eds.). (2021). World Scientific Publishing. 3. “Biomedical Text Mining.” Jiang, M., & Liu, H. (Eds.). (2020). Springer. 4. “Recent Advances in Biomedical Text Mining.” Kavuluru, R., & Rios, A. (Eds.). (2022). Springer.
- 地點
- Shou-Ren Building Room 306
- 時間
- Monday 1:30-3:30pm
- 聯絡方式
- +886-2-28267391