Instructor:
Tom Minka, Statistics Dept
Teaching Assistant:
Fang Chen
Final Exam:
Monday December 16th, 1:00-4:00, Baker Hall 255A
| Date | Topic |
|---|---|
| 8/26 | Similarity searching for text |
| 8/28 | Euclidean length, IDF weighting, classification via similarity |
| 9/4 | Similarity searching for images |
| 9/9 | Finding discriminative words |
| 9/11 | Finding likely discriminative words |
| 9/16 | Clustering with k-means and Ward's method |
| 9/18 | Applications of clustering to text and images |
| 9/23 | Multivariate visualization, scatterplots |
| 9/25 | Visualization by PCA projection |
| 9/30 | Discriminative projection |
| 10/2 | Parallel-coordinate plots |
| 10/7 | Visualization for prediction |
| 10/10 | Contour plots |
| 10/14,16 | Regression trees |
| 10/21 | Linear regression |
| 10/23 | Stepwise variable selection |
| 10/28 | Bilinear interaction |
| 10/30 | Slice plots |
| 11/4 | Classification trees |
| 11/6 | Cross-validation, tree pruning |
| 11/11 | Logistic regression classifier |
| 11/13 | Quadratic classifier |
| 11/18 | Response tables |
| 11/20 | Contingency tables |
| 11/25 | Time-series data |
| 12/2 | Time series of purchases |