Lecture schedule
| September 7, 2005 |
Introduction, overview of supervised learning; basic biology concepts |
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| September 14, 2005 |
Overview of supervised learning |
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| September 21, 2005 |
Linear methods in statistical learning I |
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| September 28, 2005 |
Linear methods in statistical learning II |
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| October 5, 2005 |
Statistical computing: Random variable generation; Computational methods for statistical inference: Intro |
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| October 12, 2005 |
Statistical computing: Brief overview on Monte Carlo methods, Bootstrap, Jackknife, and permutation |
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| October 19, 2005 |
No Class due to midterm week |
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| October 26, 2005 |
Model assessment, selection |
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| November 2, 2005 |
Model inference and averaging |
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| November 9, 2005 |
Local regression, splines, and kernel methods |
Lucy and Yixin presenting |
| November 16, 2005 |
Tree-based methods |
Man Jin presenting |
| November 23, 2005 |
Support vector machine and nearest-neighbor methods |
Yuejing presenting |
| November 30, 2005 |
Unsupervised learning (cancelled) |
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| December 7, 2005 |
Unsupervised learning (cont'd) |
Sean presenting |