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Hybride Spracherkennung

Eine HMM/SVM-Systemintegration

Language GermanGerman
Book Paperback
Book Hybride Spracherkennung André Stuhlsatz
Libristo code: 06819066
Publishers VDM Verlag Dr. Müller, November 2007
Hidden-Markov-Modelle (HMM) und parametrische§Wahrscheinlichkeitsdichteschätzungen bilden den Kern§h... Full description
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21 807 Ft
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Hidden-Markov-Modelle (HMM) und parametrische§Wahrscheinlichkeitsdichteschätzungen bilden den Kern§heutiger Spracherkennerarchitekturen. Während§Hidden-Markov-Modelle die zeitliche Variabilität der§Sprache gut modellieren, ist es möglich, die§akustischen Komponenten sehr viel robuster durch§verteilungsfreie Klassifikatoren abzubilden. Zu§dieser Gruppe gehört auch die Support-Vector-Machine§(SVM), ein elegantes und in vielen Anwendungen§nachweislich sehr erfolgreiches Lernverfahren zur§Musterklassifikation. In dem vorliegenden Buch wird§eine Möglichkeit zur Kombination der Vorteile beider§Ansätze zu einem hybriden Gesamtkonzept vorgestellt.§Neben der Einführung in die Spracherkennung und der§Theorie von Support-Vector-Machines gibt der Autor§einen umfassenden Einblick in die eigens entwickelte§und frei verfügbare SVM-Trainings- und -Testsoftware§für segmentierte Sprachdaten. Auf Grundlage dieser§kombinierten Architektur wird die Leistung des§Spracherkenners algorithmisch realisiert,§experimentell untersucht und bewertet. Das Buch§richtet sich an Entwickler und Forscher, aber auch an§Studenten des höheren Semesters.

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About the book

Full name Hybride Spracherkennung
Author André Stuhlsatz
Language German
Binding Book - Paperback
Date of issue 2008
Number of pages 124
EAN 9783639100624
Libristo code 06819066
Publishers VDM Verlag Dr. Müller
Weight 181
Dimensions 150 x 220 x 6
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