Toward Data-Driven Analyses of Electronic Text Books

Ahcène Boubekki; Ulf Kröhne; Frank Goldhammer; Waltraud Schreiber; Ulf Brefeld

Toward Data-Driven Analyses of Electronic Text Books

Ahcène Boubekki
, Ulf Kröhne
, Frank Goldhammer
, Waltraud Schreiber
, Ulf Brefeld

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › Begutachtung

Abstract

We present data-driven log file analyses of an electronic text book for history, called the mBook, to support teachers in preparing lessons for their students. We represent user sessions as contextualised Markov processes of user sessions and
propose a probabilistic clustering using expectation maximisation to detect groups of similar (i) sessions and (ii) users.

Originalsprache	Englisch
Titel	Proceedings of the 8th International Conference on Educational Data Mining
Redakteure/-innen	Olga Cristina Santos, Jesus Gonzalez Boticario, Cristobal Romero, Mykola Pechenizkiy, Agathe Merceron, Piotr Mitros, Jose Maria Luna, Christian Mihaescu, Pablo Moreno, Arnon Hershkovitz, Sebastian Ventura, Michael Desmarais
Seitenumfang	2
Erscheinungsort	Madrid
Herausgeber (Verlag)	National University for Distance Education (UNED)
Erscheinungsdatum	2015
Seiten	592-593
ISBN (Print)	978-84-606-9425-0
Publikationsstatus	Erschienen - 2015
Extern publiziert	Ja
Veranstaltung	International Conference on Educational Data Mining 2015 - Madrid, Spanien Dauer: 26.06.2015 → 29.06.2015 Konferenznummer: 8 http://educationaldatamining.org/EDM2015/

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Informatik
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Boubekki, A., Kröhne, U., Goldhammer, F., Schreiber, W., & Brefeld, U. (2015). Toward Data-Driven Analyses of Electronic Text Books. in O. C. Santos, J. G. Boticario, C. Romero, M. Pechenizkiy, A. Merceron, P. Mitros, J. M. Luna, C. Mihaescu, P. Moreno, A. Hershkovitz, S. Ventura, & M. Desmarais (Hrsg.), Proceedings of the 8th International Conference on Educational Data Mining (S. 592-593). National University for Distance Education (UNED). http://www.educationaldatamining.org/EDM2015/proceedings/edm2015_proceedings.pdf

Boubekki, Ahcène ; Kröhne, Ulf ; Goldhammer, Frank et al. / Toward Data-Driven Analyses of Electronic Text Books. Proceedings of the 8th International Conference on Educational Data Mining. Hrsg. / Olga Cristina Santos ; Jesus Gonzalez Boticario ; Cristobal Romero ; Mykola Pechenizkiy ; Agathe Merceron ; Piotr Mitros ; Jose Maria Luna ; Christian Mihaescu ; Pablo Moreno ; Arnon Hershkovitz ; Sebastian Ventura ; Michael Desmarais. Madrid : National University for Distance Education (UNED), 2015. S. 592-593

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title = "Toward Data-Driven Analyses of Electronic Text Books",

abstract = "We present data-driven log file analyses of an electronic text book for history, called the mBook, to support teachers in preparing lessons for their students. We represent user sessions as contextualised Markov processes of user sessions and propose a probabilistic clustering using expectation maximisation to detect groups of similar (i) sessions and (ii) users.",

keywords = "Informatics, Business informatics",

author = "Ahc{\`e}ne Boubekki and Ulf Kr{\"o}hne and Frank Goldhammer and Waltraud Schreiber and Ulf Brefeld",

year = "2015",

language = "English",

isbn = "978-84-606-9425-0",

pages = "592--593",

editor = "Santos, \{Olga Cristina\} and Boticario, \{Jesus Gonzalez\} and Cristobal Romero and Mykola Pechenizkiy and Agathe Merceron and Piotr Mitros and Luna, \{Jose Maria\} and Christian Mihaescu and Pablo Moreno and Arnon Hershkovitz and Sebastian Ventura and Michael Desmarais",

booktitle = "Proceedings of the 8th International Conference on Educational Data Mining",

publisher = "National University for Distance Education (UNED)",

address = "Spain",

note = "International Conference on Educational Data Mining 2015, EDM 2015 ; Conference date: 26-06-2015 Through 29-06-2015",

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Boubekki, A, Kröhne, U, Goldhammer, F, Schreiber, W & Brefeld, U 2015, Toward Data-Driven Analyses of Electronic Text Books. in OC Santos, JG Boticario, C Romero, M Pechenizkiy, A Merceron, P Mitros, JM Luna, C Mihaescu, P Moreno, A Hershkovitz, S Ventura & M Desmarais (Hrsg.), Proceedings of the 8th International Conference on Educational Data Mining. National University for Distance Education (UNED), Madrid, S. 592-593, International Conference on Educational Data Mining 2015, Madrid, Spanien, 26.06.15. <http://www.educationaldatamining.org/EDM2015/proceedings/edm2015_proceedings.pdf>

Toward Data-Driven Analyses of Electronic Text Books. / Boubekki, Ahcène; Kröhne, Ulf; Goldhammer, Frank et al.
Proceedings of the 8th International Conference on Educational Data Mining. Hrsg. / Olga Cristina Santos; Jesus Gonzalez Boticario; Cristobal Romero; Mykola Pechenizkiy; Agathe Merceron; Piotr Mitros; Jose Maria Luna; Christian Mihaescu; Pablo Moreno; Arnon Hershkovitz; Sebastian Ventura; Michael Desmarais. Madrid: National University for Distance Education (UNED), 2015. S. 592-593.

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › Begutachtung

TY - CHAP

T1 - Toward Data-Driven Analyses of Electronic Text Books

AU - Boubekki, Ahcène

AU - Kröhne, Ulf

AU - Goldhammer, Frank

AU - Schreiber, Waltraud

AU - Brefeld, Ulf

N1 - Conference code: 8

PY - 2015

Y1 - 2015

N2 - We present data-driven log file analyses of an electronic text book for history, called the mBook, to support teachers in preparing lessons for their students. We represent user sessions as contextualised Markov processes of user sessions and propose a probabilistic clustering using expectation maximisation to detect groups of similar (i) sessions and (ii) users.

AB - We present data-driven log file analyses of an electronic text book for history, called the mBook, to support teachers in preparing lessons for their students. We represent user sessions as contextualised Markov processes of user sessions and propose a probabilistic clustering using expectation maximisation to detect groups of similar (i) sessions and (ii) users.

KW - Informatics

KW - Business informatics

M3 - Article in conference proceedings

SN - 978-84-606-9425-0

SP - 592

EP - 593

BT - Proceedings of the 8th International Conference on Educational Data Mining

A2 - Santos, Olga Cristina

A2 - Boticario, Jesus Gonzalez

A2 - Romero, Cristobal

A2 - Pechenizkiy, Mykola

A2 - Merceron, Agathe

A2 - Mitros, Piotr

A2 - Luna, Jose Maria

A2 - Mihaescu, Christian

A2 - Moreno, Pablo

A2 - Hershkovitz, Arnon

A2 - Ventura, Sebastian

A2 - Desmarais, Michael

PB - National University for Distance Education (UNED)

CY - Madrid

T2 - International Conference on Educational Data Mining 2015

Y2 - 26 June 2015 through 29 June 2015

ER -

Boubekki A, Kröhne U, Goldhammer F, Schreiber W, Brefeld U. Toward Data-Driven Analyses of Electronic Text Books. in Santos OC, Boticario JG, Romero C, Pechenizkiy M, Merceron A, Mitros P, Luna JM, Mihaescu C, Moreno P, Hershkovitz A, Ventura S, Desmarais M, Hrsg., Proceedings of the 8th International Conference on Educational Data Mining. Madrid: National University for Distance Education (UNED). 2015. S. 592-593

Toward Data-Driven Analyses of Electronic Text Books

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