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  • This monograph is the first book-length treatment of the Variational Bayes approach to approximate Bayesian inference.The main contribution of the book is clean formalization of the approach into 8 distincive steps.This allows for reader to follow through derivation of inference algorithms for simple examples as well as real practical problems. Notably, full-length applications of the method in medical image processing and de-noising of audio signals are presented.
  • This monograph is the first book-length treatment of the Variational Bayes approach to approximate Bayesian inference.The main contribution of the book is clean formalization of the approach into 8 distincive steps.This allows for reader to follow through derivation of inference algorithms for simple examples as well as real practical problems. Notably, full-length applications of the method in medical image processing and de-noising of audio signals are presented. (en)
  • Tato monografie je první knižní zpracování metody Variační Bayes jako jedné z možností přibližného Bayesovského odhadování. Hlavním přínosem knihy je formalizace metody do osmi zřetelně oddělených kroků. Toto rozdělení usnadňuje čtenáři orientaci v jednoduchých příkladech i složitých praktických aplikacích. Metoda je aplikována na problém analýzy medicínských obrázků a odstranění šumu ze zvukového záznamu. (cs)
Title
  • The Variational Bayes Method in Signal Processing
  • Metoda Variační Bayes ve zpracování signálu (cs)
  • The Variational Bayes Method in Signal Processing (en)
skos:prefLabel
  • The Variational Bayes Method in Signal Processing
  • Metoda Variační Bayes ve zpracování signálu (cs)
  • The Variational Bayes Method in Signal Processing (en)
skos:notation
  • RIV/67985556:_____/05:00030768!RIV07-AV0-67985556
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  • variational Bayes; statistical signal processing; Bayesian filtering; principial component analysis (en)
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  • [3F05194C0385]
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  • The Variational Bayes Method in Signal Processing
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  • Šmídl, Václav
  • Quinn, A.
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  • Springer-Verlag
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  • 3-540-28819-8
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