Bringing order to your photos: Event-driven classification of Flickr images based on social knowledge

International Conference on Information and Knowledge Management, Proceedings

Volumn , Issue , 2010, Pages 189-198

  Firan, Claudiu S ^a   Georgescu, Mihai ^a   Nejdl, Wolfgang ^a   Paiu, Raluca ^a  

^a L3S RESEARCH CENTER   (Germany)

Author keywords

Collaborative tagging; Event classification; Event detection; Machine learning; Metadata enrichment

Indexed keywords

BEST MATCH; COLLABORATIVE TAGGING; EVENT CLASSIFICATION; EVENT DETECTION; EVENT DETECTION ALGORITHM; EVENT DRIVEN; IMAGE SEARCH; INFORMATION NEED; LAST.FM; MACHINE-LEARNING; MULTIMEDIA CONTENTS; MULTIMEDIA ITEMS; MULTIMEDIA RETRIEVAL; SOCIAL INFORMATION; SOCIAL KNOWLEDGE; SOCIAL MEDIA; TEXT-BASED DOCUMENTS; TEXTUAL DATA; USER-GENERATED CONTENT; YOUTUBE;

ALGORITHMS; IMAGE RETRIEVAL; KNOWLEDGE MANAGEMENT; LEARNING SYSTEMS; METADATA;

IMAGE MATCHING;

EID: 78651304752     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1871437.1871465     Document Type: Conference Paper

References (23)

1. Topic detection and tracking evaluation. http://www.itl.nist.gov/iad/mig/ /tests/tdt/.
2. J. Allan, R. Papka, and V. Lavrenko. On-line new event detection and tracking. In SIGIR, 1998.
3. E. Amigo, J. Gonzalo, J. Artiles, and F. Verdejo. A comparison of extrinsic clustering evaluation metrics based on formal constraints. Information Retrieval, 2008.
4. H. Becker, M. Naaman, and L. Gravano. Event identification in social media. In WebDB, 2009.
5. H. Becker, M. Naaman, and L. Gravano. Learning similarity metrics for event identification in social media. In WSDM, 2010.
6. K. Bischoff, C. S. Firan, W. Nejdl, and R. Paiu. Can all tags be used for search? In CIKM, 2008.
7. K. Bischoff, C. S. Firan, W. Nejdl, and R. Paiu. How do you feel about "dancing queen"?: deriving mood & theme annotations from user tags. In JCDL, 2009.
8. K. Bischoff, C. S. Firan, and R. Paiu. Deriving music theme annotations from user tags. In WWW, 2009.
9. L. Chen, Y. Hu, and W. Nejdl. Deck: Detecting events from web click-through data. In ICDM, 2008.
10. L. Chen and A. Roy. Event detection from flickr data through wavelet-based spatial analysis. In CIKM, 2009.
11. M. Dubinko, R. Kumar, J. Magnani, J. Novak, P. Raghavan, and A. Tomkins. Visualizing tags over time. In WWW, 2006.
12. G. P. C. Fung, J. X. Yu, P. S. Yu, and H. Lu. Parameter free bursty events detection in text streams. In VLDB, 2005.
13. S. A. Golder and B. A. Huberman. Usage patterns of collaborative tagging systems. J. Inf. Sci., 2006.
14. H. Halpin, V. Robu, and H. Shepherd. The complex dynamics of collaborative tagging. In WWW, 2007.
15. Q. He, K. Chang, and E.-P. Lim. Analyzing feature trajectories for event detection. In SIGIR, 2007.
16. G. Koutrika, F. A. Effendi, Z. Gyöngyi, P. Heymann, and H. Garcia-Molina. Combating spam in tagging systems. In AIRWeb, 2007.
17. Z. Li, B. Wang, M. Li, and W.-Y. Ma. A probabilistic model for retrospective news event detection. In SIGIR, 2005.
18. C. D. Manning, P. Raghavan, and H. Schtze. Introduction to Information Retrieval. Cambridge University Press, 2008.
19. T. Rattenbury, N. Good, and M. Naaman. Towards automatic extraction of event and place semantics from flickr tags. In SIGIR, 2007.
20. B. Sigurbjörnsson and R. van Zwol. Flickr tag recommendation based on collective knowledge. In WWW, 2008.
21. A. Strehl and J. Ghosh. Cluster ensembles - a knowledge reuse framework for combining multiple partitions. Journal of Machine Learning Research, 2003.
22. F. M. Suchanek, G. Kasneci, and G. Weikum. Yago: a core of semantic knowledge. In WWW, 2007.
23. Y. Yang, T. Pierce, and J. Carbonell. A study of retrospective and on-line event detection. In SIGIR, 1998.