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Herausgeber: 
  • Miguel R. D. Rodrigues
  • Eldar Yonina C.
  • Information-Theoretic Methods in Data Science 
     

    (Buch)
    Dieser Artikel gilt, aufgrund seiner Grösse, beim Versand als 3 Artikel!


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   i.d.R. innert 7-14 Tagen versandfertig
    Veröffentlichung:  April 2021  
    Genre:  Naturwissensch., Medizin, Technik 
     
    COMPUTERS / Computer Science / COMPUTERS / Data Science / Machine Learning / COMPUTERS / Information Theory / Digital signal processing (DSP) / Information theory / machine learning / MATHEMATICS / Probability & Statistics / General / Probability & statistics
    ISBN:  9781108427135 
    EAN-Code: 
    9781108427135 
    Verlag:  Cambridge Academic 
    Einband:  Gebunden  
    Sprache:  English  
    Dimensionen:  H 250 mm / B 176 mm / D 34 mm 
    Gewicht:  1100 gr 
    Illustration:  74 b/w illus., Zeichnungen, schwarz-weiss, Raster,schwarz-weiss, Worked examples or Exercises 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    Learn about the state-of-the-art at the interface between information theory and data science with this first unified treatment of the subject. Written by leading experts in a clear, tutorial style, and using consistent notation and definitions throughout, it shows how information-theoretic methods are being used in data acquisition, data representation, data analysis, and statistics and machine learning. Coverage is broad, with chapters on signal acquisition, data compression, compressive sensing, data communication, representation learning, emerging topics in statistics, and much more. Each chapter includes a topic overview, definition of the key problems, emerging and open problems, and an extensive reference list, allowing readers to develop in-depth knowledge and understanding. Providing a thorough survey of the current research area and cutting-edge trends, this is essential reading for graduate students and researchers working in information theory, signal processing, machine learning, and statistics.

      



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