Baillie, M. and Carman, M. and Crestani, F. (2011) A multi-collection latent topic model for federated search. Information Retrieval, 14. pp. 390-412. ISSN 1386-4564Full text not available in this repository. (Request a copy from the Strathclyde author)
Collection selection is a crucial function, central to the effectiveness and efﬁciency of a federated information retrieval system. A variety of solutions have been proposed for collection selection adapting proven techniques used in centralised retrieval. This paper deﬁnes a new approach to collection selection that models the topical distribution in each collection. We describe an extended version of latent Dirichlet allocation that uses a hierarchical hyperprior to enable the different topical distributions found in each collection to be modelled. Under the model, resources are ranked based on the topical relationship between query and collection. By modelling collections in a low dimensional topic space, we can implicitly smooth their term-based characterisation with appropriate terms from topically related samples, thereby dealing with the problem of missing vocabulary within the samples. An important advantage of adopting this hierarchical model over current approaches is that the model generalises well to unseen documents given small samples of each collection. The latent structure of each collection can therefore be estimated well despite imperfect information for each collection such as sampled documents obtained through query-based sampling. Experiments demonstrate that this new, fully integrated topical model is more robust than current state of the art collection selection algorithms.
|Keywords:||collection selection, information rtrieval, databases, distributed information retrieval, topic models, Electronic computers. Computer science, Library and Information Sciences, Information Systems|
|Subjects:||Science > Mathematics > Electronic computers. Computer science|
|Department:||Faculty of Science > Computer and Information Sciences|
|Depositing user:||Pure Administrator|
|Date Deposited:||08 Aug 2012 11:59|
|Last modified:||27 Apr 2016 18:57|