Pattern Recognition and Machine Learning for Self-Study I

Name: Pattern Recognition and Machine Learning for Self-Study I
Brand: Kenichiro Ishii
SKU: 9789819514786
Price: 74.89 EUR
Availability: InStock

Supervised Learning

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Inhaltsangabe

Part I Linear Classification.- Chapter 1 Basic Concepts of Pattern Recognition.- Chapter 2 Linear Discriminant Functions and their Learning.- Chapter 3 Learning based on Minimum Squared Error Criterion.- Chapter 4 Classifier Design.-Chapter 5 Feature Evaluation and Bayes Error.- Chapter 6 Transformation of Feature Space.- Part II Nonlinear Classification.- Chapter 7 Subspace Method.- Chapter 8 Generalized Linear Discriminant Functions.- Chapter 9 Potential Function Method.- Chapter 10 Support Vector Machines. Chapter 11 Kernel Methods.- Chapter 12 Neural Networks.- Part III Bayesian Unified Framework.- Chapter 13 Convolutional Neural Networks.- Chapter 14 Generalization of Learning Algorithms.- Chapter 15 Learning Algorithms and Bayes Decision Rule.

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