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hst.951j医疗决策扶助(麻省理工学院)

HST.951J Medical Decision Support (MIT)
课程网址: http://ocw.mit.edu/courses/health-sciences-and-technology/hst-951...  
主讲教师: Prof. Lucila Ohno-Machado; Prof. Staal Vinterbo
开课单位: 麻省理工学院
开课时间: 信息不详。欢迎您在右侧留言补充。
课程语种: 英语
中文简介:
本课程介绍了决策分析,人工智能以及医学应用特定背景下的预测模型构建和评估的主要概念。强调在实际系统中使用这些方法的优点和缺点,同时学生获得应用程序特定方法的实践经验。该课程的技术重点包括决策分析,基于知识的系统(定性和定量),学习系统(包括逻辑回归,分类树,神经网络),以及评估此类系统性能的技术。
课程简介: This course presents the main concepts of decision analysis, artificial intelligence, and predictive model construction and evaluation in the specific context of medical applications. The advantages and disadvantages of using these methods in real-world systems are emphasized, while students gain hands-on experience with application specific methods. The technical focus of the course includes decision analysis, knowledge-based systems (qualitative and quantitative), learning systems (including logistic regression, classification trees, neural networks), and techniques to evaluate the performance of such systems.
关 键 词: 决策分析; 人工智能; 预测模型构建; 评估医疗应用
课程来源: 信息不详。欢迎您在右侧留言补充。
最后编审: 2015-10-11:linxl
阅读次数: 48