Probabilistic models in information retrieval
The Computer Journal - Special issue on information retrieval
Learning collection fusion strategies
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Modeling score distributions for combining the outputs of search engines
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Relevance score normalization for metasearch
Proceedings of the tenth international conference on Information and knowledge management
Query type classification for web document retrieval
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Discriminative models for information retrieval
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Learning query-class dependent weights in automatic video retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic discovery of query-class-dependent models for multimodal search
Proceedings of the 13th annual ACM international conference on Multimedia
The text retrieval conferences (TRECS)
TIPSTER '98 Proceedings of a workshop on held at Baltimore, Maryland: October 13-15, 1998
TRECVID: benchmarking the effectiveness of information retrieval tasks on digital video
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Efficient margin-based rank learning algorithms for information retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Tracking multiple topics for finding interesting articles
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Cluster-based data modeling for semantic video search
Proceedings of the 6th ACM international conference on Image and video retrieval
A review of text and image retrieval approaches for broadcast news video
Information Retrieval
Query expansion using probabilistic local feedback with application to multimedia retrieval
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Foundations and Trends in Information Retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Adaptive Learning for Multimodal Fusion in Video Search
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Vlogging: A survey of videoblogging technology on the web
ACM Computing Surveys (CSUR)
Properties of optimally weighted data fusion in CBMIR
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Measuring the interestingness of articles in a limited user environment
Information Processing and Management: an International Journal
Explicit and implicit concept-based video retrieval with bipartite graph propagation model
Proceedings of the international conference on Multimedia
Query sampling for learning data fusion
Proceedings of the 20th ACM international conference on Information and knowledge management
Document dependent fusion in multimodal music retrieval
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multi-modal solution for unconstrained news story retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
A latent variable ranking model for content-based retrieval
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Forecasting user visits for online display advertising
Information Retrieval
Probabilistic latent class models for predicting student performance
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
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Combining the output from multiple retrieval sources over the same document collection is of great importance to a number of retrieval tasks such as multimedia retrieval, web retrieval and meta-search. To merge retrieval sources adaptively according to query topics, we propose a series of new approaches called probabilistic latent query analysis (pLQA), which can associate non-identical combination weights with latent classes underlying the query space. Compared with previous query independent and query-class based combination methods, the proposed approaches have the advantage of being able to discover latent query classes automatically without using prior human knowledge, to assign one query to a mixture of query classes, and to determine the number of query classes under a model selection principle. Experimental results on two retrieval tasks, i.e., multimedia retrieval and meta-search, demonstrate that the proposed methods can uncover sensible latent classes from training data, and can achieve considerable performance gains.