From pattern discovery to pattern interpretation in movement data

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2010, Pages 527-534

  Ong, Rebecca ^a   Wachowicz, Monica ^b   Nanni, Mirco ^c   Renso, Chiara ^c  

^a UNIVERSITY OF PISA   (Italy)

^b WAGENINGEN UNIVERSITY   (Netherlands)

^c ISTI CNR   (Italy)

Author keywords

Movement patterns; Pattern interpretation; Semantic annotation

Indexed keywords

COMPLEX NATURE; DATA SETS; END USERS; INTERPRETATION FRAMEWORKS; LARGE-SCALE DATASETS; MINING ALGORITHMS; MOVEMENT PATTERN; NATIONAL PARKS; PATTERN ANALYSIS; PATTERN DISCOVERY; PATTERN INTERPRETATION; POSITIONING TECHNOLOGIES; SEMANTIC ANNOTATION; SEMANTIC ANNOTATIONS;

PARKS; SEMANTICS;

DATA MINING;

EID: 79951742259     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDMW.2010.144     Document Type: Conference Paper

References (23)

1. L. Alvares, V. Bogorny, B. Kuijpers, J. de Macedo, B. Moelans and A. Vaisman, "A Model for Enriching Trajectories with Semantic Geographical Information, ", Proc. 15th Annual ACM International Symposium on Advances in Geographic Information Systems, 2008, pp. 1-8.
2. G. Andrienko, N. Andrienko, and S. Wrobel, "Visual Analytics Tools for Analysis of Movement Data," ACM SIGKDD Explorations, vol. 9, Dec. 2007, pp. 38-46.
3. N. Andrienko and G. Andrienko, "Designing Visual Analytics Methods for Massive Collections of Movement Data," Cartographica, vol. 42 (2), Summer 2007, pp. 117-138. (Pubitemid 47128923)
4. M. Baglioni, J. de Macedo, C. Renso, R. Trasarti and M. Wachowicz, "Towards Semantic Interpretation of Movement Behavior," Proc. 12th AGILE Conference, 2009, pp. 271-288.
5. M. Benkert, J. Gudmundsson and T. Wolle, "Reporting Flock Patterns," Computational Geometry, vol. 41, Nov. 2008, pp. 111-125.
6. R. Buliung and P. Kanaroglou, "An Exploratory Data Analysis (ESDA) Toolkit for the Analysis of Activity/Travel Data," Proc. of ICCSA 2004, LNCS 3044, Berlin: Springer, 2004, pp. 1016-1025.
7. S. Dodge, R. Weibel and A. Lautenschütz, "Towards a Taxonomy of Movement Patterns," Information Visualization, vol. 7, Autumn/Winter 2008, pp. 240-252.
8. F. Giannotti, M. Nanni, F. Pinelli and D. Pedreschi, "Trajectory Pattern Mining," Proc. 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007, pp. 330-339. (Pubitemid 350229220)
9. J. Gudmundsson and M. van Kreveld, "Computing Longest Duration Flocks in Trajectory Data," Proc. 14th Annual ACM International Symposium on Advances in Geographic Information Systems, 2006, pp. 35-42. (Pubitemid 47168529)
10. J. Gudmundsson, M. van Kreveld and B. Speckmann, "Efficient Detection of Motion Patterns in Spatio-Temporal Data Sets," Proc. 12th Annual ACM International Workshop on Geographic Information Systems, 2004, pp. 250-257. (Pubitemid 40730629)
11. M. Hall, "Correlation-based Feature Selection for Machine Learning," Ph.D. Thesis, The University of Waikato, Hamilton, New Zealand, 1999.
12. M. Hall, E. Frank, G. Holmes, B. Pfahringer, P. Reutemann and I. Witten, "The WEKA Data Mining Software: An Update," ACM SIGKDD Explorations, vol. 11, Jun. 2009, pp. 10-18.
13. P. Laube and S. Imfeld, "Analyzing Relative Motion within Groups of Trackable Moving Point Objects," in GIScience 2002, LNCS 2478, M.J. Egenhofer and D.M. Mark, Eds. Berlin: Springer, 2002, pp. 132- 144.
14. P. Laube, M. van Kreveld and S. Imfeld, "Finding REMO - Detecting Relative Motion Patterns in Geospatial Lifelines," Proc. 11th International Symposium on Spatial Data Handling, 2004, pp. 201- 214.
15. Q. Mei, D. Xin, H. Cheng, J. Han and C. Zhai. "Generating Semantic Annotations for Frequent Patterns with Context Analysis," Proc. 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2006, pp. 337-346. (Pubitemid 44535530)
16. A. Palma, V. Bogorny, B. Kuijpers and L. Alvares, "A Clustering-based Approach for Discovering Interesting Places in Trajectories," Proc. ACM Symposium on Applied Computing, 2008, pp. 863-868.
17. R Development Core Team, "R: A language and environment for statistical computing. R foundation for Statistical Computing," ISBN 3-900051-07-0, 2005. [Online]. Available: http://www.R-project.org. [Accessed: Jul. 26, 2010].
18. S. Spaccapietra, C. Parent, M. Damiani, J. de Macedo, F. Porto and C. Vangenot, "A Conceptual View on Trajectories," Data & Knowledge Engineering, vol. 65, April 2008, pp. 126-146. (Pubitemid 351295935)
19. P. Tan, M. Steinbach, and V. Kumar, Introduction to Data Mining. Boston, MA: Addison-Wesley Longman, 2005.
20. M. Vieira, P. Bakalov and V. Tsotras, "On-line Discovery of Flock Patterns in Spatio-Temporal Data," Proc. 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2009, pp. 286-295.
21. M. Wachowicz, R. Ong, C. Renso, and M. Nanni, "Discovering Moving Flock Patterns among Pedestrians through Spatio-Temporal Coherence", Submitted for publication.
22. Wikipedia contributors. "Pearson Product-Moment Correlation Coefficient," Wikipedia: The Free Encyclopedia, 2004. [Online]. Available: http://en.wikipedia.org/wiki/Pearson-productmoment-correlation-coefficient. [Accessed: Jul. 26, 2010].
23. Z. Wood and A. Galton, "A Taxonomy of Collective Phenomena," Applied Ontology, vol. 4, Aug. 2009, pp. 267-292.