Overview of Speech Based Gender Identification

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Title: Overview of Speech Based Gender Identification
Description: This book focuses on the basics of natural language processing and machine learning required to make a standard speech- based gender identification system. In this book all the required signal processing techniques required for understanding the basics of natural language processing including all types of Fourier transform, basic speech enhancement techniques, voice activity detection and pitch estimation using sub harmonic-to-harmonic ratio are briefly explained as well. In the machine learning part, all the relevant machine learning models like Support Vector Machines, Gaussian Mixture Models and Adaptive boosting are explained. Lastly the results of different gender identification systems that were implemented using state of the art techniques are portrait and analysed.
Authors: Sheikh, Hassam
Resource Type: eBook.
Subjects: Signal processing--Digital techniques, Automatic speech recognition, Gender identity, Natural language processing (Computer science)
Categories: COMPUTERS / General, COMPUTERS / Artificial Intelligence / Natural Language Processing
Database: eBook Collection (EBSCOhost)
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  Availability: 0
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DbLabel: eBook Collection (EBSCOhost)
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PubType: eBook
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  Data: Overview of Speech Based Gender Identification
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  Data: This book focuses on the basics of natural language processing and machine learning required to make a standard speech- based gender identification system. In this book all the required signal processing techniques required for understanding the basics of natural language processing including all types of Fourier transform, basic speech enhancement techniques, voice activity detection and pitch estimation using sub harmonic-to-harmonic ratio are briefly explained as well. In the machine learning part, all the relevant machine learning models like Support Vector Machines, Gaussian Mixture Models and Adaptive boosting are explained. Lastly the results of different gender identification systems that were implemented using state of the art techniques are portrait and analysed.
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RecordInfo BibRecord:
  BibEntity:
    Classifications:
      – Code: 006.454
        Scheme: ddc
        Type: prePub
    Languages:
      – Code: eng
        Text: English
    Subjects:
      – SubjectFull: Signal processing--Digital techniques
        Type: general
      – SubjectFull: Automatic speech recognition
        Type: general
      – SubjectFull: Gender identity
        Type: general
      – SubjectFull: Natural language processing (Computer science)
        Type: general
    Titles:
      – TitleFull: Overview of Speech Based Gender Identification
        Type: main
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            NameFull: Sheikh, Hassam
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            NameFull: Sheikh, Hassam
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          Dates:
            – D: 01
              M: 01
              Type: published
              Y: 2015
            – D: 30
              M: 06
              Type: profile
              Y: 2015
          Identifiers:
            – Type: isbn-print
              Value: 9783954892280
            – Type: isbn-electronic
              Value: 9783954897285
          Titles:
            – TitleFull: Overview of Speech Based Gender Identification
              Type: main
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