Some simple effective approximations to the 2-Poisson model for probabilistic weighted retrieval
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
On-line new event detection and tracking
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
An information-theoretic approach to automatic query expansion
ACM Transactions on Information Systems (TOIS)
Document language models, query models, and risk minimization for information retrieval
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Relevance based language models
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Model-based feedback in the language modeling approach to information retrieval
Proceedings of the tenth international conference on Information and knowledge management
A System for new event detection
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
ACM Transactions on Information Systems (TOIS)
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
Learning similarity metrics for event identification in social media
Proceedings of the third ACM international conference on Web search and data mining
Modern Information Retrieval
A Joint Content-Event Model for Event-Centric Multimedia Indexing
ICSC '10 Proceedings of the 2010 IEEE Fourth International Conference on Semantic Computing
Large scale visual-based event matching
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Proceedings of the fifth ACM international conference on Web search and data mining
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Location-Based Social Networks
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Pictures in media sharing applications are increasingly accompanied with geotags. For this reason, we stress the importance of exploring the possibility of applying spatial, as well as the temporal dimensions in searching event-related pictures. Specifically, we propose extended query expansion models that exploit the information about the temporal neighbourhoods among pictures in a collection and leverage on the spatio-temporal distribution of the candidate expansion terms to re-weight and expand the initial query. To evaluate our approach, we conduct extensive experiments on a large dataset consisting of 88 million pictures from Flickr. The results from these experiments demonstrate the viability and effectiveness of our method with respect to retrieval performance, considering both a large dataset and query pictures with restricted size of terms.