Kolmogorov Open Source Tutorials
Javier R. Movellan
movellan at mplab.ucsd.edu
Wed Jan 12 14:33:57 EST 2005
The latest version of the Open Source tutorials from the Kolmogorov
project is available at
http://mplab.ucsd.edu/tutorials/tutorials.html.
It includes tutorials on the following topics:
* Variational EM
* Generalized Factor Analysis
* Multinomial Logistic Regression
* Stochastic Differential Equations
* Gabor Filters
* The Discrete Time Kalman Filtering and Controler
* Hidden Markov Models
* Exponential Smoothing
* Principal Component Analysis
* Sequential Sampling Methods
* The Singular Value Decomposition
* Image Formation Models
* Introduction to Probability Theory and Statistics (Textbook)
* Axiomatic Set Theory
* Useful Mathematical Facts
* Matrix Algebra Cookbook
* Matrix Calculus Cookbook
-Javier R. Movellan
Machine Perception Laboratory
UCSD
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