Relational Clustering for Multi-type Entity Resolution Indrajit Bhattacharya
Lise Getoor
Department of Computer Science University of Maryland College Park, MD 20742, USA
Department of Computer Science University of Maryland College Park, MD 20742, USA
[email protected]
[email protected]
ABSTRACT
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1.
INTRODUCTION
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2. RELATED WORK
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This paper appears in the Proceedings of the Fourth International Workshop on Multi-Relational Data Mining (MRDM-2005), August 21, 2005, Chicago. The proceedings were edited by Saˇso Dˇzeroski and Hendrik Blockeel. The paper is published here with the permission of the authors, who retain the copyright of this material.
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3.1 Multiple Entity Resolution
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3.2 Joint Resolution Using Entity Relations
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3.
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R Agrawal
Rakesh Agrawal
R Srikant
Ramakrishnan Srikant
Fast Algorithms for Mining Association Rules
Fast Algorithms for Mining Association Rules in Large Databases
VLDB−94
Proc of the 20th Intl. Conference ...
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4. PROBLEM FORMULATION
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RESOLUTION BY CLUSTERING
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6. SIMILARITY MEASURES
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6.2.2 Neighborhood Similarity
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6.2.1 Edge Detail Similarity
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Varying alpha: Jaro Winkler for CiteSeer
0.994 0.992 best F1
best F1
0.99 0.988 0.986
RC-ER (Nbr) RC-ER (Edge) ATTR ATTR*
0.984 0.982 0.98
0
0.2
0.4
0.6
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RC-ER (Nbr) RC-ER (Edge) ATTR ATTR*
0
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0.6
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0.98
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0.97
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