图 书 馆
概率论和统计推断Essentials of Probability and Statistical Inference IV |
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| 课程网址: | http://ocw.jhsph.edu/index.cfm/go/viewCourse/course/EssentialsPro... |
| 主讲教师: | Rafael Irizarry |
| 开课单位: | 布隆博格公共卫生学院 |
| 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: |  |
| 课程简介: | Introduces the theory and application of modern, computationally-based methods for exploring and drawing inferences from data. Covers re-sampling methods, non-parametric regression, prediction, and dimension reduction and clustering. Specific topics include Monte Carlo simulation, bootstrap cross-validation, splines, local weighted regression, CART, random forests, neural networks, support vector machines, and hierarchical clustering. De-emphasizes proofs and replaces them with extended discussion of interpretation of results and simulation and data analysis for illustration. |
| 关 键 词: | 生物统计学; 非参数回归; 神经网络 |
| 课程来源: | 布隆博格公共卫生学院公开课 |
| 最后编审: | 2016-04-03：cmh |
| 阅读次数: | 23 |