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Machine Cognition

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Volume 2: Statistical Methods

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Theory
Statistical classification
Regression analysis
Logistic regression
Bayes' theorem
Bayesian inference
Cluster analysis
Hidden Markov model
Information theory
Practice
Recommender system
Collaborative filtering
Data mining
The R language
Tutorial: R
Tutorial: Weka
Tutorial: Orange
Algorithms and methods
Naive Bayes classifier
Bayesian linear regression
Association rule learning
Decision tree learning
Support vector machine
Principal component analysis