Data summarization model for user action log files

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

Volumn 7335 LNCS, Issue PART 3, 2012, Pages 539-549

  Gentili, Eleonora ^a   Milani, Alfredo ^a   Poggioni, Valentina ^a  

^a UNIVERSITY OF PERUGIA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

DATA SIZE; DATA SUMMARIZATIONS; DATA USABILITY; DESCRIPTORS; E-LEARNING PLATFORMS; INFORMATION LOSS; LOG FILE; SIDE EFFECT; SOCIAL NETWORKS; SOFTWARE DATA; SYSTEM LOADS; TIME SEQUENCES; USER ACTION;

ARTIFICIAL INTELLIGENCE;

DATA REDUCTION;

EID: 84863919526     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-31137-6_41     Document Type: Conference Paper

References (19)

1. Hadoop: an Open-Source MapReduce computing platform, http://hadoop. apache.org
2. Agrawal, R., Srikant, R.: Mining sequential patterns. In: Proceedings of the IEEE International Conference on Data Engineering (ICDE), pp. 3-14 (1995)
3. Allen, J.F.: An interval-based representation of temporal knowledge. In: Proceedings of the 7th International Joint Conference on Artificial Intelligence, vol. 1, pp. 221-226 (1981)
4. Allen, J.F.: Maintaining knowledge about temporal intervals. Communications of the ACM 26(11), 832-843 (1983)
5. Chandola, V., Kumar, V.: Summarization-compressing data into an informative representation. Knowledge and Information Systems 12(3), 355-378 (2007)
6. Costantini, A., Tasso, S., Gervasi, O.: It Visualization and Web Services for Studying Molecular Properties. In: Computational Science and Applications, pp. 222-228 (2009) ISBN 978-0-7695-3701-6
7. Jiang, Y., Perng, C.S., Li, T.: Natural event summarization. In: Proceedings of the 20th ACM International Conference on Information and Knowledge Management, pp. 765-774. ACM (2011)
8. Kiernan, J., Terzi, E.: Constructing comprehensive summaries of large event sequences. In: Proceeding of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 417-425. ACM (2008)
9. Kiernan, J., Terzi, E.: Constructing comprehensive summaries of large event sequences. ACM Transactions on Knowledge Discovery from Data (TKDD) 3(4), 21 (2009)
10. Kiernan, J., Terzi, E.: EventSummarizer: A tool for summarizing large event sequences. In: Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology, pp. 1136-1139. ACM (2009)
11. Pallottelli, S., Tasso, S., Pannacci, N., Costantini, A., Lago, N.F.: Distributed and Collaborative Learning Objects Repositories on Grid Networks. In: Taniar, D., Gervasi, O., Murgante, B., Pardede, E., Apduhan, B.O. (eds.) ICCSA 2010. LNCS, vol. 6019, pp. 29-40. Springer, Heidelberg (2010)
12. Peng, W., Perng, C., Li, T., Wang, H.: Event summarization for system management. In: Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1028-1032 (2007)
13. Pham, Q.K., Raschia, G., Mouaddib, N., Saint-Paul, R., Benatallah, B.: Time sequence summarization to scale up chronology-dependent applications. In: Proceeding of the 18th ACM Conference on Information and Knowledge Management, pp. 1137-1146 (2009)
14. Povinelli, R.J.: Identifying temporal patterns for characterization and prediction of financial time series events. In: Temporal Spatial and SpatioTemporal Data Mining, pp. 46-61 (2001)
15. Saint-Paul, R., Raschia, G., Mouaddib, N.: General purpose database summarization. In: Proceedings of the 31st International Conference on Very Large Data Bases, pp. 733-744. VLDB Endowment (2005)
16. Tang, L., Li, T., Perng, C.S.: LogSig: Generating system events from raw textual logs. In: Proceedings of the 20th ACM International Conference on Information and Knowledge Management, pp. 785-794. ACM (2011)
17. Tasso, S., Pallottelli, S., Bastianini, R., Lagana, A.: Federation of Distributed and Collaborative Repositories and Its Application on Science Learning Objects. In: Murgante, B., Gervasi, O., Iglesias, A., Taniar, D., Apduhan, B.O. (eds.) ICCSA 2011, Part III. LNCS, vol. 6784, pp. 466-478. Springer, Heidelberg (2011)
18. Wang, J., Karypis, G.: On efficiently summarizing categorical databases. Knowledge and Information Systems 9(1), 19-37 (2006)
19. Wang, P., Wang, H., Liu, M., Wang, W.: An algorithmic approach to event summarization. In: Proceedings of the 2010 International Conference on Management of Data, pp. 183-194. ACM (2010)