An integer linear programming approach for approximate string comparison |
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Authors: | Marcus Ritt Alysson M Costa Sergio Mergen Viviane M Orengo |
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Institution: | 1. Instituto de Informática, Universidade Federal do Rio Grande do Sul, UFRGS, Brazil;2. Instituto de Ciências Matemáticas e de Computação, Universidade de São Paulo, USP, 13560-970 Sao Carlos, Sao Paulo, Brazil |
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Abstract: | We introduce a problem called maximum common characters in blocks (MCCB), which arises in applications of approximate string comparison, particularly in the unification of possibly erroneous textual data coming from different sources. We show that this problem is NP-complete, but can nevertheless be solved satisfactorily using integer linear programming for instances of practical interest. Two integer linear formulations are proposed and compared in terms of their linear relaxations. We also compare the results of the approximate matching with other known measures such as the Levenshtein (edit) distance. |
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Keywords: | Approximate string matching Distance metric Block edits Block moves Integer programming Hop constraints |
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