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Titlebook: Markov Models for Pattern Recognition; From Theory to Appli Gernot A. Fink Book 20081st edition Springer-Verlag Berlin Heidelberg 2008 Biol

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Introductionrtain every-day tasks. At that time one really thought of help in computations only and by no means of helping hands in private homes. The computing machines developed thus should take over tasks, which of course could be carried out by humans, too. However, these tasks could be performed with subst
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Application Areas expressed, simply “small talk” can be made, or information can be transmitted. The last of these aspects is by far the most important for the automatic processing of speech, even though also approaches for recognizing emotions in spoken utterances are pursued. By means of spoken language informatio
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Foundations of Mathematical Statistics for a single event no prediction about its outcome is possible. However, certain regularities can be derived even for random processes, if their behavior is observed in frequent repetitions and one abstracts from considering events in isolation. Probability theory offers the necessary mathematical
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Hidden Markov Modelsch signals, therefore, is to model the statistical properties of the assumed signal sources as exactly as possible. As a basis of the model building merely the observed example data and assumptions about limitations in the model’s degrees of freedom are available. However, the model to be determined
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-Gram Modelsto as “language models” because their origin, their development, and their spreading in use is closely related to the statistical modeling of texts as well as to the restriction of possible sequences of word hypotheses in automatic speech recognition.
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