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Techn. Fakultät Willkommen am Institut für Informatik FAU-Logo

Lecture

General Informations

The first date for the lecture will be at:

Monday, April 19, 2010 in room H10

Contents

The lecture will be composed of the following topics:

  • Bayesian Classifier
  • Logistic Regression
  • Discriminant Analysis
  • Classification and Simple Patterns
  • Support Vector Machines
  • Mixture Densities and the Expectation Maximization Algorithm
  • Hidden Markov Models
  • Statistical Modeling of Objects
  • Model Assessment and Selection
  • Stochastic State Estimation

The methods and procedures that are presented in this lecture are illustrated using exercises. The tutorials set emphasis on the practical realization of the methods.

Lecture slides

It is absolutely recommended to attend the lectures in order to make personal notes. In addition, covered topics should be completed with personal research in according technical literature and publications that will be announced in the lecture.