EECS 407 - Pattern Recognition I

Description: Credit 3U/4G. The design of automated systems for detection, recognition, classification and diagnosis. Parametric and nonparametric decision-making techniques. Applications in computerized medical and industrial image and waveform analysis.

Prerequisite: Math 220.

Topics:

  • Decision theory: Classifiers
  • Parameters estimation: Maximum likelihood
  • Nonparametric techniques: Density estimation
  • Parzen windows
  • Discriminant analysis: Criterion functions
  • Image processing
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