Descubrimiento de conocimiento en repositorios documentales mediante técnicas de Minería de Texto y Swarm Intelligence

The combined use of text mining methodologies and Artificial Intelligence techniques articulate document management processes to optimize categorization mechanisms, automatic knowledge extraction and grouping document collections. The article proposed an integral document management model to process unstructured information. In this context, semantic relations in document collections are implemented by specialized thesaurus and glossaries, and knowledge feature extraction are facilitated by Swarm Intelligence techniques. The model has been implemented in an intuitive, integral and multilingual text mining application

[1]  Marco Dorigo,et al.  Optimization, Learning and Natural Algorithms , 1992 .

[2]  Julia Handl,et al.  Improved Ant-Based Clustering and Sorting , 2002, PPSN.

[3]  Gerhard Knolmayer,et al.  Document Classification Methods for Organizing Explicit Knowledge , 2002 .

[4]  Bo,et al.  [IEEE Eighth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing (SNPD 2007) - Qingdao, China (2007.07.30-2007.08.1)] Eighth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Para , 2007 .

[5]  Angel Cobo,et al.  Using Swarm Intelligence Techniques in Document Management Systems , 2008, IC-AI.

[6]  Jean-Louis Deneubourg,et al.  The dynamics of collective sorting robot-like ants and ant-like robots , 1991 .

[7]  Guy Theraulaz,et al.  The biological principles of swarm intelligence , 2007, Swarm Intelligence.

[8]  Leandro Nunes de Castro,et al.  Towards Improving Clustering Ants: An Adaptive Ant Clustering Algorithm , 2005, Informatica.

[9]  Leo Egghe,et al.  Strong similarity measures for ordered sets of documents in information retrieval , 2002, Inf. Process. Manag..

[10]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[11]  Marco Dorigo,et al.  Swarm intelligence: from natural to artificial systems , 1999 .

[12]  Bruno Pouliquen,et al.  Navigating multilingual news collections using automatically extracted information , 2005 .

[13]  Dexian Zhang,et al.  A PSO-Based Web Document Classification Algorithm , 2007 .