醫學決策支援及專家系統
Medical Decision Support and Expert Systems
| 節 | 週二 |
|---|---|
7 15:30–16:20 | 醫學決策支援及專家系統 YR318（陽明） 2 節連堂 |
8 16:30–17:20 |
* 根據陽明交大上課時間表所列
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The real value of informatics in healthcare should not be only about the processing of data, presentation of information or accumulation of knowledge but also on supporting healthcare professionals in their decision and actions so the health outcomes and well-beings of patients could be really improved. It is important to understand issues related to (1) decision making, such as preferences and values and risks cased by the uncertainty; (2) modeling and techniques used to support the decision making, such as the Treatment Threshold Probability Model (TTPM), Artificial Neural Network (ANN), and Data Mining; and (3) the advanced support technique such as Expert Systems, which is an unique area in the Artificial Intelligence (AI) to transform the deep knowledge in a very specific domain into computer-understandable formats. This course will introduce and prepare you these topics and encourage you to further study the related techniques. You will be encouraged to work on related studies in medical/healthcare area and make a report at the end of class to demonstrate your understanding in these areas.
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction and Illusion 2021/02/23 |
| 第 2 週 | Value Tree and Measurement: Organizing Decision Criteria 2021/03/02 |
| 第 3 週 | Value Tree and Measurement: Organizing Decision Criteria 2021/03/09 |
| 第 4 週 | Health Outcomes: Bottom-line of Informatics 2021/03/16 |
| 第 5 週 | Health Outcomes: Bottom-line of Informatics 2021/03/23 |
| 第 6 週 | Uncertainty and Risk: Utility (Risk-based Value) 2021/03/30 |
| 第 7 週 | Decision Tree and Bayesian (Dynamic Decision Making) 2021/04/06 |
| 第 8 週 | Decision Tree and Bayesian (Dynamic Decision Making) 2021/04/13 |
| 第 9 週 | Presentation of Term Project Topic 2021/04/20 |
| 第 10 週 | Treatment Threshold Probability Model (TTPM) 2021/04/27 |
| 第 11 週 | Clinical Decision Support: Revisit the TTPM Model by Informatics 2021/05/04 |
| 第 12 週 | Clinical Decision Support: Revisit the TTPM Model by Informatics 2021/05/11 |
| 第 13 週 | Beyond Model-based Decision Supports: Knowledge 2021/05/18 |
| 第 14 週 | Knowledge Acquisition 2021/05/25 |
| 第 15 週 | Knowledge Acquisition 2021/06/01 |
| 第 16 週 | Knowledge Representation 2021/06/08 |
| 第 17 週 | Rule-based Expert Systems and Case of ARDEN SYNTAX 2021/06/15 |
| 第 18 週 | Presentation of Term Project 2021/06/22 |
(1) Winterfeldt von D, Edwards W. Decision Analysis and Behavioral Research. Cambridge, 1986. (2) Sox H, Blatt MA, Higgins MC, Martin KI. Medical Decision Making. The American College of Physicians, 2006. (3) Turban E, Sharda R, Delen D. Decision Support and Business Intelligence Systems. (9th Edition) Prentice Hall, 2010.
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