Data mining and learning analytics: applications in educational research

by ElAtia, Samira Ipperciel, Donald Zaïane, Osmar

Type Book

Rate 0.0 /5

Details

Files

Reviews

Download

Title Statements

Full title :Data mining and learning analytics : applications in educational research / edited by Samira Elatia, Donald Ipperciel, Osmar R. Zaïane.

Edition Statements

Publication Date:2016

Publication Statements

Publisher(s):John Wiley & Sons, Wiley
Place of Publication:Place of publication not identified
Language:eng
Publication Date:2016

Notes

Imprint from resource description page.

The Physical Object

Description:1 online resource (314 pages)

Edition Identifiers

ISBN:9781118998205, 1118998200, 9781118998229, 1118998227
oclc:on1012493949
LC Classification:LB1028.43.D385 2017
Dewey Decimal:370.72/7

TITLE PAGE ; COPYRIGHT PAGE ; CONTENTS; NOTES ON CONTRIBUTORS; INTRODUCTION: EDUCATION AT COMPUTATIONAL CROSSROADS; PART I AT THE INTERSECTION OF TWO FIELDS: EDM ; CHAPTER 1 EDUCATIONAL PROCESS MINING: A TUTORIAL AND CASE€STUDY USING MOODLE DATA SETS; 1.1 BACKGROUND; 1.2 DATA DESCRIPTION AND€PREPARATION; 1.2.1 Preprocessing Log Data; 1.2.2 Clustering Approach for€Grouping Log Data; 1.3 WORKING WITH€ProM; 1.3.1 Discovered Models; 1.3.2 Analysis of€the€Models' Performance; 1.4 CONCLUSION; ACKNOWLEdGMENTS; REFERENCES; CHAPTER 2 ON BIG DATA AND€TEXT MINING IN€THE€HUMANITIES; 2.1 BUSA AND€THE€DIGITAL TEXT2.2 THESAURUS LINGUAE GRAECAE AND€THE€IBYCUS COMPUTER AS€INFRASTRUCTURE; 2.2.1 Complete Data Sets; 2.3 COOKING WITH€STATISTICS; 2.4 CONCLUSIONS; REFERENCES.

CHAPTER 3 FINDING PREDICTORS IN€HIGHER EDUCATION; 3.1 CONTRASTING TRADITIONAL AND COMPUTATIONAL METHODS; 3.2 PREDICTORS AND€DATA EXPLORATION; 3.3 DATA MINING APPLICATION: AN€EXAMPLE; 3.4 CONCLUSIONS; REFERENCES; CHAPTER 4 EDUCATIONAL DATA MINING: A€MOOC EXPERIENCE; 4.1 BIG DATA IN€EDUCATION: THE€COURSE; 4.1.1 Iteration 1: Coursera; 4.1.2 Iteration 2: edX; 4.2 COGNITIVE TUTOR AUTHORING TOOLS; 4.3 BAZAAR; 4.4 WALKTHROUGH4.4.1 Course…

Subjects

COMPUTERS -- Databases Data Mining Education -- Research Educational statistics -- Data processi… Exploration de données (Informatique) Learning analytics Statistique de l'éducation -- Informati…