1. EE462 MLCV 1 Lecture 3-4 Clustering (1hr) Gaussian Mixture and EM (1hr) Tae-Kyun Kim

2. EE462 MLCV 2 Vector Clustering

3. EE462 MLCV 3 ` RGBRGB Pixel Clustering (Image Quantisation)

4. EE462 MLCV 4 dimension D … …… or raw pixels … K codewords Patch Clustering

5. EE462 MLCV 5 Refer to Lecture 9-10 for BoW

6. EE462 MLCV 6 …… Image Clustering

7. EE462 MLCV 7 K-means vs GMM Hard clustering Soft clustering

8. EE462 MLCV 8 Matrix and Vector Derivatives

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10. 10 K-means Clustering

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17. EE462 MLCV 17 Statistical Pattern Recognition Toolbox for Matlab http://cmp.felk.cvut.cz/cmp/software/s tprtool/ …\stprtool\probab\cmeans.m …\stprtool\probab\cmeans_tk.m

18. EE462 MLCV 18 Mixture of Gaussians

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22. EE462 MLCV 22 Maximum Likelihood

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29. EE462 MLCV 29 Statistical Pattern Recognition Toolbox for Matlab http://cmp.felk.cvut.cz/cmp/software/s tprtool/ …\stprtool\visual\pgmm.m …\stprtool\demos\demo_emgmm.m

30. EE462 MLCV 30 Advanced topic (optional) http://www.iis.ee.ic.ac.uk/~tkkim/ml cv/lecture_clustering_em.pdf

31. EE462 MLCV 31 EM Algorithm in General

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