Indrajit Bhattacharya

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Indrajit Bhattacharya is a person.



References

2009

2008

2007

2006

  • (Bhattacharya & Getoor, 2006) ⇒ Indrajit Bhattacharya, and Lise Getoor. (2006). “A Latent Dirichlet Model for Unsupervised Entity Resolution.” In: Proceedings of the Sixth SIAM International Conference on Data Mining (SIAM 2006).
  • (Bhattacharya et al., 2006) ⇒ Indrajit Bhattacharya, Louis Licamele, Lise Getoor. (2006). “Relational Clustering for Entity Resolution Queries.” In: Proceedings of the ICML 2006 Workshop on Statistical Relational Learning (SRL).
    • ABSTRACT: The goal of entity resolution is to reconcile database references corresponding to the same real-world entities. Given the abundance of publicly available databases where entities are not resolved, we motivate the problem of quickly processing queries that require resolved entities from such ‘unclean’ databases. We first propose a cut-based relational clustering formulation for collective entity resolution. We then show how it can be performed on-the-fly by adaptively extracting and resolving those database references that are the most helpful for resolving the query. We validate our approach on two large real-world publication databases, where we show the usefulness of collective resolution and at the same time demonstrate the need for adaptive strategies for query processing. We then show how the same queries can be answered in real time using our adaptive approach while preserving the gains of collective resolution. 1.
    • Presentation: http://www.cs.umd.edu/projects/srl2006/Slides/bhattacharya-srl06-poster.ppt

2004