Partial symbol ordering distance

Javier Herranz, Jordi Nin

Producción científica: Capítulo del libroContribución a congreso/conferenciarevisión exhaustiva

Resumen

Nowadays sequences of symbols are becoming more important, as they are the standard format for representing information in a large variety of domains such as ontologies, sequential patterns or non numerical attributes in databases. Therefore, the development of new distances for this kind of data is a crucial need. Recently, many similarity functions have been proposed for managing sequences of symbols; however, such functions do not always hold the triangular inequality. This property is a mandatory requirement in many data mining algorithms like clustering or k-nearest neighbors algorithms, where the presence of a metric space is a must. In this paper, we propose a new distance for sequences of (non-repeated) symbols based on the partial distances between the positions of the common symbols. We prove that this Partial Symbol Ordering distance satisfies the triangular inequality property, and we finally describe a set of experiments supporting that the new distance outperforms the Edit distance in those scenarios where sequence similarity is related to the positions occupied by the symbols.

Idioma originalInglés
Título de la publicación alojadaModeling Decisions for Artificial Intelligence - 6th International Conference, MDAI 2009, Proceedings
Páginas293-302
Número de páginas10
DOI
EstadoPublicada - 2009
Publicado de forma externa
Evento6th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2009 - Awaji Island, Japón
Duración: 30 nov 20092 dic 2009

Serie de la publicación

NombreLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen5861 LNAI
ISSN (versión impresa)0302-9743
ISSN (versión digital)1611-3349

Conferencia

Conferencia6th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2009
País/TerritorioJapón
CiudadAwaji Island
Período30/11/092/12/09

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