Helping Teachers Handle the Flood of Data in Online Student Discussions

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5091 LNCS, Issue , 2008, Pages 323-332

  Scheuer, Oliver ^a   McLaren, Bruce M ^a  

^a GERMAN RESEARCH CENTER FOR ARTIFICIAL INTELLIGENCE DFKI   (Germany)

Author keywords

Architectures; Educational data mining; Machine Learning in ITS; Natural Language and Discourse

Indexed keywords

ARCHITECTURE; COMPUTER AIDED INSTRUCTION; INTELLIGENT VEHICLE HIGHWAY SYSTEMS; STUDENTS;

COLLABORATION SKILLS; COMPLEX PATTERN; EDUCATIONAL DATA MINING; FINE GRAINED; INTELLIGENT DATA ANALYSIS; KAPPA VALUES; NATURAL LANGUAGES; ON-LINE CLASSIFICATION;

DATA MINING;

EID: 70349847585     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-69132-7_36     Document Type: Conference Paper

References (17)

1. Zeini, S., Malzahn, N., Hoppe, U.: Kooperationswerkzeuge im Kontext virtualisierter Arbeit. Virtuelle Organisationen und neue Medien 2004. Gemeinschaften in neuen Medien GeNeMe (2004)
2. McLaren, B.M., Scheuer, O., De Laat, M., Hever, R., De Groot, R., Rosé, C.: Using Machine Learning Techniques to Analyze and Support Mediation of Student E-Discussions. In: Luckin, R., Koedinger, K.R., Greer, J. (eds.) Proceedings of the 13th International Conference on Artificial Intelligence in Education (AIED 2007), pp. 331-340. IOS Press (2007)
3. Rosé, C., Wang, Y.C., Cui, Y., Arguello, J., Stegmann, K., Weinberger, A., Fischer, F.: Analyzing Collaborative Learning Processes Automatically: Exploiting the Advances of Computational Linguistics in Computer-Supported Collaborative Learning. International Journal of Computer-Supported Collaborative Learning (in press)
4. Dönmez, P., Rosé, C., Stegmann, K., Weinberger, A., Fischer, F.: Supporting CSCL with Automatic Corpus Analysis Technology. In: Koschmann, T., Suthers, D.D., Chan, T.-W. (eds.) Proceedings of the Conference on Computer Supported Collaborative Learning 2005 (CSCL 2005), pp. 125-134. Lawrence Erlbaum (2005)
5. Kumar, R., Rosé, C., Wang, Y.C., Joshi, M., Robinson, A.: Tutorial Dialogue as Adaptive Collaborative Learning Support. In: Luckin, R., Koedinger, K.R., Greer, J. (eds.) Proceedings of the 13th International Conference on Artificial Intelligence in Education (AIED 2007), pp. 383-390. IOS Press (2007)
6. Goodman, B., Linton, F., Gaimari, R., Hitzeman, J., Ross, H., Zarrella, G.: Using Dialogue Features to Predict Trouble During Collaborative Learning. User Modeling and User- Adapted Interaction 15, 85-134 (2005)
7. De Groot, R., Drachman, R., Hever, R., Schwarz, B., Hoppe, U., Harrer, A., De Laat, M., Wegerif, R., McLaren, B.M., Baurens, B.: Computer Supported Moderation of Ediscussions: the ARGUNAUT Approach. In: Chinn, C., Erkens, G., Puntambekar, S. (eds.) Proceedings of the Conference on Computer Supported Collaborative Learning 2007 (CSCL 2007), pp. 165-167 (2007)
8. Hever, R., De Groot, R., de Laat, M., Harrer, A., Hoppe, U., McLaren, B.M., Scheuer, O.: Combining Structural, Process-Oriented and Textual Elements to Generate Awareness Indicators for Graphical E-discussions. In: Chinn, C., Erkens, G., Puntambekar, S. (eds.) Proceedings of the Conference on Computer Supported Collaborative Learning 2007 (CSCL 2007), pp. 286-288 (2007)
9. Japkowicz, N., Stephen, S.: The Class Imbalance Problem - A Systematic Study. Intelligent Data Analysis 6, 429-450 (2002)
10. Weiss, G.M.: Mining with Rarity: A Unifying Framework. In: SIGKDD Explor. Newsletter, vol.6, pp. 7-19. ACM Press (2004)
11. Mierswa, I., Wurst, M., Klinkenberg, R., Scholz, M., Euler, T.: YALE: Rapid Prototyping for Complex Data Mining tasks. In: Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), pp. 935-940. ACM Press (2006)
12. Cohen, J.: A Coefficient of Agreement for Nominal Scales. Educational and Psychological Measurement 20(1), 37-46 (1960)
13. Landis, J.R., Koch, G.G.: The Measurement of Observer Agreement for Categorical Data. Biometrics 33, 159-174 (1977)
14. Krippendorff, K.: Content Analysis: An Introduction to its Methodology. Sage Publications (1980)
15. Meier, A., Spada, H., Rummel, N.: A Rating Scheme for Assessing the Quality of Computer- Supported Collaboration Processes. International Journal of Computer-Supported Collaborative Learning 2, 63-86 (2007)
16. Baker, M., Andriessen, J., Lund, K., van Amelsvoort, M., Quignard, M.: Rainbow: A Framework for Analyzing Computer-Mediated Pedagogical Debates. International Journal of Computer-Supported Collaborative Learning 2, 315-357 (2007)
17. Mikšátko, J., McLaren, B.M.: What's in a Cluster? Automatically Detecting Interesting Interactions in Student E-Discussions. In: Proceedings of the 9th International Conference on Intelligent Tutoring Systems (ITS 2008). Springer (2008)