Educational Data Mining: Applications and Trends - Softcover

Softcover

ISBN 10: 3319027395 ISBN 13: 9783319027395

Publisher: Springer, 2013

Synopsis

Part I: Profile

1 Which Contribution Does EDM Provide to Computer Based Learning Environments?

Nabila Bousbia, Idriss Belamri

2 A Survey on Pre-processing Educational Data

Cristóbal Romero, José Raúl Romero, Sebastián Ventura

3 How Educational Data Mining Empowers Government Policies to Re-form Education: The Mexican Case Study

Alejandro Peña-Ayala, Leonor Cárdenas

Part II: Student Modeling

4 Modeling Student Performance in Higher Education Using Data Mining

Huseyin Guruler, Ayhan Istanbullu

5 Using Data Mining Techniques to Detect the Personality of Players in an Educational Game

Fazel Keshtkar, Candice Burkett, Haiying Li, Arthur C. Graesser

6 Students' Performance Prediction using Multi-Channel Decision Fusion

H. Moradi, S. Abbas Moradi, L. Kashani

7 Predicting Student Performance from Combined Data Sources

Annika Wolff, Zdenek Zdrahal, Drahomira Herrmannova, Petr Knoth

8 Predicting Learner Answers Correctness Through Eye Movements With Random Forest

Alper Bayazit, Petek Askar, Erdal Cosgun

Part III: Assessment

9 Mining Domain Knowledge for Coherence Assessment of Students Proposal Drafts

Samuel González López, Aurelio López-López

10 Adaptive Testing in Programming Courses Based on Educational Data Mining Techniques

Vladimir Ivančević, Marko Knežević, Bojan Pušić, Ivan Luković

11 Plan Recognition and Visualization in Exploratory Learning Environments

Ofra Amir, Kobi Gal, David Yaron, Michael Karabinos, Robert Bel-ford

12 Dependency of Test Items from Students' Response Data

Xiaoxun Sun

Part IV : Trends

13 Mining Texts, Learner Productions and Strategies with ReaderBench

Mihai Dascalu, Philippe Dessus, Maryse Bianco, Stefan Trausan-Matu, Aurélie Nardy

14 Maximizing the Value of Student Ratings Through Data Mining

Kathryn Gates, Dawn Wilkins, Sumali Conlon, Susan Mossing, Mau-rice Eftink

15 Data Mining and Social Network Analysis in the Educational Field: An Application for Non-expert Users

Diego García-Saiz, Camilo Palazuelos, Marta Zorrilla

16 Collaborative Learning of Students in Online Discussion Forums: A Social Network Analysis Perspective

Reihaneh Rabbany, Samira ElAtia, Mansoureh Takaffoli, Osmar R. Zaïane

Edition details

• Publisher: Springer
• Publication date: 2013
• ISBN 10: 3319027395
• ISBN 13: 9783319027395
• Binding: Paperback
• Language: English