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Abstract: Identity uncertainty is a pervasive problem in real-world data analysis. It arises whenever objects are not labeled with unique identifiers or when those identifiers may not be perceived perfectly. In such cases, two observations may or may not correspond to the same object. In this paper, we consider the problem in the context of citation matching---the problem of deciding which citations correspond to the same publication. Our approach is based on the use of a relational probability... (Update)
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BibTeX entry: (Update)
Hanna Pasula, Bhaskara Marthi, Brian Milch, Stuart Russell, and Ilya Shpitser. Identity uncertainty and citation matching. In Advances in Neural Information Processing (NIPS), 2002. http://citeseer.ist.psu.edu/pasula02identity.html More
@misc{ pasula02identity,
author = "H. Pasula and B. Marthi and B. Milch and S. Russell and I. Shpitser",
title = "Identity uncertainty and citation matching",
text = "Hanna Pasula, Bhaskara Marthi, Brian Milch, Stuart Russell, and Ilya Shpitser.
Identity uncertainty and citation matching. In Advances in Neural Information
Processing (NIPS), 2002.",
year = "2002",
url = "citeseer.ist.psu.edu/pasula02identity.html" }
Citations (may not include all citations):461 Markov chain Monte Carlo in practice (context) - Gilks, Richardson et al. - 1996
169 Tracking and Data Association (context) - Bar-Shalom, Fortman - 1988
88 A Bayesian model of plan recognition (context) - Charniak, Goldman - 1993
66 A theory for record linkage (context) - Fellegi, Sunter - 1969
30 Tracking many objects with many sensors - Pasula, Russell et al. - 1999
21 Efficient clustering of high-dimensional data sets with appl.. - McCallum, Nigam et al. - 2000
14 Hardening soft information sources - Cohen, Kautz et al. - 2000
10 Approximate inference for first-order probabilistic language.. - Pasula, Russell - 2001
8 An efficient implementation and evaluation of Reid's multipl.. - Cox, Hingorani - 1994
8 Autonomous citation matching - Lawrence, Bollacker et al. - 1999
6 Probabilistic Reasoning for Complex Systems (context) - Pfeffer - 2000
3 Semantics and inference for recursive probability models - Pfeffer, Koller - 2000
3 Feature correspondence: A markov chain monte carlo approach - Dellaert, Seitz et al. - 2000
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