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Autor(en): 
  • Thorsten Joachims
  • Learning to Classify Text Using Support Vector Machines 
     

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


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   Auf Bestellung (Lieferzeit unbekannt)
    Veröffentlichung:  April 2002  
    Genre:  EDV / Informatik 
     
    Algorithms & data structures / Application software / Applied computing / Artificial Intelligence / B / Computer and Information Systems Applications / Data structures (Computer science) / Data Structures and Information Theory / Data Warehousing / engineering / Information Retrieval / Information Storage and Retrieval / Information Systems Applications (incl. Internet) / Information theory / Internet searching
    ISBN:  9780792376798 
    EAN-Code: 
    9780792376798 
    Verlag:  Springer Nature EN 
    Einband:  Gebunden  
    Sprache:  English  
    Dimensionen:  H 235 mm / B 155 mm / D  
    Gewicht:  1100 gr 
    Seiten:  205 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    Based on ideas from Support Vector Machines (SVMs), Learning To Classify Text Using Support Vector Machines presents a new approach to generating text classifiers from examples. The approach combines high performance and efficiency with theoretical understanding and improved robustness. In particular, it is highly effective without greedy heuristic components. The SVM approach is computationally efficient in training and classification, and it comes with a learning theory that can guide real-world applications.

    Learning To Classify Text Using Support Vector Machines gives a complete and detailed description of the SVM approach to learning text classifiers, including training algorithms, transductive text classification, efficient performance estimation, and a statistical learning model of text classification. In addition, it includes an overview of the field of text classification, making it self-contained even for newcomers to the field. This book gives a concise introduction to SVMs for pattern recognition, and it includes a detailed description of how to formulate text-classification tasks for machine learning.

      



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