Handbook of educational data mining:
Saved in:
| Format: | Book |
|---|---|
| Language: | English |
| Published: |
Boca Raton [u.a.]
CRC Press
2011
|
| Series: | Chapman & Hall, CRC data mining and knowledge discovery series
A Chapman & Hall book |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XXII, 513 S. Ill., graph. Darst. |
| ISBN: | 9781439804575 1439804575 |
Staff View
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Record in the Search Index
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| adam_text | IMAGE 1
CONTENTS
PREFACE XI
EDITORS XV
CONTRIBUTORS XVII
1. INTRODUCTION 1
CRIST6BALROMERO, SEBASTIN VENTURA, MYKOLA PECHENIZKIY, AND RYAN S. J.
D. BAKER
PART I BASIC TECHNIQUES, SURVEYS AND TUTORIALS
2. VISUALIZATION IN EDUCATIONAL ENVIRONMENTS 9
RICCARDOMAZZA
3. BASICS OF STATISTICAL ANALYSIS OF INTERACTIONS DATA FROM WEB-BASED
LEARNING ENVIRONMENTS 27
JUDY SHEARD
4. A DATA REPOSITORY FOR THE EDM COMMUNITY: THE PSLC DATASHOP 43
KENNETH R. KOEDINGER,RYAN S. J. D. BAKER,KYLE CUNNINGHAM, ALIDA
SKOGSHOLM, BRETT LEBER,AND JOHN STAMPER
5. CLASSIFIERS FOR EDUCATIONAL DATA MINING 57
WILHELMNA HMLINEN AND MIKKO VINNI
6. CLUSTERING EDUCATIONAL DATA 75
ALFREDO VELLIDO,FILIX CASTRO, AND ANGELA NEBOT
7. ASSOCIATION RULE MINING IN LEARNING MANAGEMENT SYSTEMS 93
ENRIQUE GARCIA,CRIST6BALROMERO, SEBASTIN VENTURA, CARLOS DE CASTRO, AND
TOON CALDERS
8. SEQUENTIAL PATTERN ANALYSIS OF LEARNING LOGS: METHODOLOGY AND
APPLICATIONS 107
MINGMING ZHOU, YABOXU, JOHN C. NESBIT, AND PHILIP H. WINNE
9. PROCESS MINING FROM EDUCATIONAL DATA 123
NIKOLA TRCKA,MYKOLA PECHENIZKIY, AND WIL VAN DER AALST
10. MODELING HIERARCHY AND DEPENDENCE AMONG TASK RESPONSES IN
EDUCATIONAL DATA MINING 143
BRIAN W. JUNKER
VII
IMAGE 2
VIII CONTENTS
PART 11 CASE STUDIES
11. NOVEL DERIVATION AND APPLICATION OF SKILL MATRIEES: THE Q-MATRIX
METHOD 159 TIFFANY BARNES
12. EDUCATIONAL DATA MINING TO SUPPORT GROUP WORK IN SOFTWARE
DEVELOPMENT PROJECTS 173
JUDY KAY, IRENA KOPRINSKA, AND KALINA YACEF
13. MULTI-INSTANCE LEARNING VERSUS SINGLE-INSTANCE LEARNING FOR
PREDICTING THE STUDENT S PERFORMANCE 187
AMELIA ZAFRA, CRIST6BAL ROMERO, AND SEBASTITIN VENTURA
14. A RESPONSE-TIME MODEL FOR BOTTOM-OUT HINTS AS WORKED EXAMPLES 201
BENJAMIN SHIH, KENNETH R. KOEDINGER,AND RICHARD SCHEINES
15. AUTOMATIE RECOGNITION OF LEARNER TYPES IN EXPLORATORY LEARNING
ENVIRONMENTS 213
SALEEMA AMERSHI AND CRISTINA CONATI
16. MODELING AFFECT BY MINING STUDENTS INTERACTIONS WITHIN LEARNING
ENVIRONMENTS 231
MANOLIS MAVRIKIS, SIDNEY D MELLO, KASKA PORAYSKA-POMSTA,MIHAELA
COCEA,AND ART GRAESSER
17. MEASURING CORRELATION OF STRONG SYMMETRIE ASSOCIATION RULES IN
EDUCATIONAL DATA 245
AGATHE MERCERON AND KALINA YACEF
18. DATA MINING FOR CONTEXTUAL EDUCATIONAL RECOMMENDATION AND EVALUATION
STRATEGIES 257
TIFFANY Y. TANG AND GORDON G. MCCALLA
19. LINK RECOMMENDATION IN E-LEARNING SYSTEMS BASED ON CONTENT-BASED
STUDENT PROFILES 273
DANIELA GODOY AND ANALIA AMANDI
20. LOG-BASED ASSESSMENT OF MOTIVATION IN ONLINE LEARNING 287
ARNON HERSHKOVITZ AND RAFT NACHMIAS
21. MINING STUDENT DISCUSSIONS FOR PROFILING PARTICIPATION AND
SCAFFOLDING LEARNING 299
JIHIE KIM, ERIN SHAW, AND SUJITH RAVI
22. ANALYSIS OF LOG DATA FROM A WEB-BASED LEARNING ENVIRONMENT: A CASE
STUDY 311
JUDY SHEARD
IMAGE 3
CONTENTS
IX
23. BAYESIAN NETWORKS AND LINEAR REGRESSION MODELS OF STUDENTS GOALS,
MOODS, AND EMOTIONS 323
[VON ARROYO, DAVID G. COOPER,WINSLOW BURLESON, AND BEVERLY P. WOOLF
24. CAPTURING AND ANALYZING STUDENT BEHAVIOR IN A VIRTUAL LEARNING
ENVIRONMENT: A CASE STUDY ON USAGE OF LIBRARY RESOURCES 339
DAVID MASIP, JULIAMINGUI1L6N, AND ENRIC MOR
25. ANTICIPATING STUDENTS FAILURE AS SOON AS POSSIBLE 353
CLTIUDIAANTUNES
26. USING DECISION TREES FOR IMPROVING AEH COURSES 365
JAVIER BRAVO, CESAR VIALARDI,AND ALVARO ORTIGOSA
27. VALIDATION ISSUES IN EDUCATIONAL DATA MINING: THE CASE OF HTML-TUTOR
AND IHELP 377
MIHAELA COCEAAND STEPHAN WEIBELZAHL
28. LESSONS FROM PROJECT LISTEN S SESSION BROWSER 389
JACKMOSTOW, JOSEPH E. BECK,ANDREW CUNEO, EVANDRO GOUVEA, CECILY HEINER,
AND OCTAVIO JUAREZ
29. USING FINE-GRAINED SKILL MODELS TO FIT STUDENT PERFORMANCE WITH
BAYESIAN NETWORKS 417
ZACHARY A. PARDOS,NEIL T. HEFFERNAN, BRIGHAM S. ANDERSON, AND CRISTINA
L. HEFFERNAN
30. MINING FOR PATTERNS OF INCORRECT RESPONSE IN DIAGNOSTIC ASSESSMENT
DATA 427 TARA M. MADHYASTHA AND EARL HUNT
31. MACHINE-LEARNING ASSESSMENT OF STUDENTS BEHAVIOR WITHIN INTERACTIVE
LEARNING ENVIRONMENTS 441
MANOLIS MAVRIKIS
32. LEARNING PROCEDURAL KNOWLEDGE FROM USER SOLUTIONS TO ILL-DEFINED
TASKS IN A SIMULATED ROBOTIC MANIPULATOR 451
PHILIPPE FOURNIER-VIGER,ROGER NKAMBOU, AND ENGELBERT MEPHU NGUIFO
33. USING MARKOV DECISION PROCESSES FOR AUTOMATIE HINT GENERATION 467
TIFFANY BARNES, JOHN STAMPER, AND MARVIN CROY
34. DATA MINING LEARNING OBJECTS 481
MANUEL E. PRIETO, ALFREDO ZAPATA, AND VICTOR H. MENENDEZ
35. AN ADAPTIVE BAYESIAN STUDENT MODEL FOR DISCOVERING THE STUDENT S
LEARNING STYLE AND PREFERENCES 493
CRISTINA CARMONA, GLADYS CASTILLO,AND EVA MILLTIN
INDEX 505
|
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| discipline | Pädagogik Informatik Soziologie |
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| isbn | 9781439804575 1439804575 |
| language | English |
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| series2 | Chapman & Hall, CRC data mining and knowledge discovery series A Chapman & Hall book |
| spelling | Handbook of educational data mining edited by Cristóbal Romero ... [et al.] Boca Raton [u.a.] CRC Press 2011 XXII, 513 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Chapman & Hall, CRC data mining and knowledge discovery series A Chapman & Hall book Education / Data processing Data mining Datenverarbeitung Erziehung Data Mining (DE-588)4428654-5 gnd rswk-swf Pädagogik (DE-588)4044302-4 gnd rswk-swf Datenverarbeitung (DE-588)4011152-0 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Pädagogik (DE-588)4044302-4 s Datenverarbeitung (DE-588)4011152-0 s Data Mining (DE-588)4428654-5 s DE-604 Romero, Cristóbal Sonstige oth V:DE-604 application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020590060&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Handbook of educational data mining Education / Data processing Data mining Datenverarbeitung Erziehung Data Mining (DE-588)4428654-5 gnd Pädagogik (DE-588)4044302-4 gnd Datenverarbeitung (DE-588)4011152-0 gnd |
| subject_GND | (DE-588)4428654-5 (DE-588)4044302-4 (DE-588)4011152-0 (DE-588)4143413-4 |
| title | Handbook of educational data mining |
| title_auth | Handbook of educational data mining |
| title_exact_search | Handbook of educational data mining |
| title_full | Handbook of educational data mining edited by Cristóbal Romero ... [et al.] |
| title_fullStr | Handbook of educational data mining edited by Cristóbal Romero ... [et al.] |
| title_full_unstemmed | Handbook of educational data mining edited by Cristóbal Romero ... [et al.] |
| title_short | Handbook of educational data mining |
| title_sort | handbook of educational data mining |
| topic | Education / Data processing Data mining Datenverarbeitung Erziehung Data Mining (DE-588)4428654-5 gnd Pädagogik (DE-588)4044302-4 gnd Datenverarbeitung (DE-588)4011152-0 gnd |
| topic_facet | Education / Data processing Data mining Datenverarbeitung Erziehung Data Mining Pädagogik Aufsatzsammlung |
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