Kuntze, Daniel: Practical algorithms for clustering and modeling large data sets : analysis and improvements. 2014
Content
- Dedication
- Acknowledgments
- Abstract
- Zusammenfassung
- Introduction
- On cluster analysis
- On parameter estimation
- Statistical models
- The parameter estimation problem
- General mixture models
- Gaussian mixture models
- Handy notions from probability theory
- The classical EM Algorithm
- Convergence of the EM algorithm
- The EM algorithm for mixture distributions
- The EM algorithm for Gaussian mixtures
- The stochastic EM algorithm
- The generic SEM algorithm
- The SEM algorithm for mixture distributions
- The SEM algorithm for Gaussian mixtures
- Experimental analysis