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Herausgeber: 
  • Osmar R. Zaïane
  • Samira ElAtia
  • Donald Ipperciel
  • Data Mining and Learning Analytics: Applications in Educational Research 
     

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


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   Auf Bestellung (Lieferzeit unbekannt)
    Veröffentlichung:  November 2016  
    Genre:  EDV / Informatik 
     
    computer science / Data Mining / Data Mining & Knowledge Discovery / Data Mining u. Knowledge Discovery / Informatik / Learning Theory & Research / Lernanalyse / Lerntheorie u. -forschung / Pädagogik / Psychologie / Psychology
    ISBN:  9781118998236 
    EAN-Code: 
    9781118998236 
    Verlag:  Wiley 
    Einband:  Gebunden  
    Sprache:  English  
    Serie:  Wiley Series on Methods and Applications  
    Dimensionen:  H 242 mm / B 159 mm / D 21 mm 
    Gewicht:  578 gr 
    Seiten:  320 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    Addresses the impacts of data mining on education and reviews applications in educational research teaching, and learning This book discusses the insights, challenges, issues, expectations, and practical implementation of data mining (DM) within educational mandates. Initial series of chapters offer a general overview of DM, Learning Analytics (LA), and data collection models in the context of educational research, while also defining and discussing data mining's four guiding principles-- prediction, clustering, rule association, and outlier detection. The next series of chapters showcase the pedagogical applications of Educational Data Mining (EDM) and feature case studies drawn from Business, Humanities, Health Sciences, Linguistics, and Physical Sciences education that serve to highlight the successes and some of the limitations of data mining research applications in educational settings. The remaining chapters focus exclusively on EDM's emerging role in helping to advance educational research--from identifying at-risk students and closing socioeconomic gaps in achievement to aiding in teacher evaluation and facilitating peer conferencing. This book features contributions from international experts in a variety of fields. * Includes case studies where data mining techniques have been effectively applied to advance teaching and learning * Addresses applications of data mining in educational research, including: social networking and education; policy and legislation in the classroom; and identification of at-risk students * Explores Massive Open Online Courses (MOOCs) to study the effectiveness of online networks in promoting learning and understanding the communication patterns among users and students * Features supplementary resources including a primer on foundational aspects of educational mining and learning analytics Data Mining and Learning Analytics: Applications in Educational Research is written for both scientists in EDM and educators interested in using and integrating DM and LA to improve education and advance educational research.

      



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