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CS423: Data Mining (2/2018)Class meeting: 14.30-16.00 Tuesday,Friday @ CSB 202 Instructor: Jakramate Bootkrajang Email: jakramate.b@cmu.ac.th Office hours : 16.00-17.00 Tuesday,Friday @ CSB 107 |
Date | Lecture (Tue) | Date | Lecture (Fri) |
8 Jan | First hour | 11 Jan | Introduction [Slides] |
15 Jan | Basic concept 1 [Slides] | 18 Jan | Basic concept 2 |
22 Jan | Data preprocessing 1 [Slides] | 25 Jan | Data preprocessing 2 |
29 Jan | Association rules mining [Slides] [Apriori paper] |
1 Feb | Frequent subgraph mining [Slides] [FSG paper] |
5 Feb | Content-based recommendation [Slides] | 8 Feb | Collaborative filtering [Slides] |
12 Feb | Intro to Julia
Julia notebook MovieLens small MovieLens |
15 Feb | Dimensionality reduction (PCA) [Slides] |
19 Feb | วันมาฆะบูชา | 22 Feb | Dimensionality reduction (PCA) [2] |
26 Feb | PCA Lab [Slides] [Dataset] [Notebook] | 1 Mar | Feature subset selection [Slides] |
5 Mar | สอบกลางภาค 15.30:18.30 @ CSB100 | ||
12 Mar | Bayesian classification 1 [Slides] | 15 Mar | No class |
19 Mar | Bayesian classification 2 [Slides] | 22 Mar | Bayesian classification 3 [Slides] |
26 Mar | Normal Discriminant Analysis 1 [Slides] | 29 Mar | Normal Discriminant Analysis 2 [Slides] |
2 Apr | Logistic regression [Slides] | 5 Apr | KNN [Slides] and Classifier evaluation [Slides] |
9 Apr | Logistic Regression Lab [Slides] [data] |
12 Apr | วันสงกรานต์ |
16 Apr | วันสงกรานต์ | 19 Apr | k-means, k-medoids [Slides] |
23 Apr | Hierarchical clustering [Slides] | 26 Apr | Hierarchical clustering [Slides] |
13 May | สอบปลายภาค 12:00-15:00 @ CSB-TBC |