Advances in Data Mining. Applications and Theoretical Aspects. 12th Industrial Conference, ICDM 2012, Berlin, Germany, July 13-20, 2012. Proceedings

Vol. 7377. Berlin , Heidelberg : Springer, 2012.

Academic editor: Perner P.

This book constitutes the refereed proceedings of the 12th Industrial Conference on Data Mining, ICDM 2012, held in Berlin, Germany in July 2012. The 22 revised full papers presented were carefully reviewed and selected from 97 submissions. The papers are organized in topical sections on data mining in medicine and biology; data mining for energy industry; data mining in traffic and logistic; data mining in telecommunication; data mining in engineering; theory in data mining; theory in data mining: clustering; theory in data mining: association rule mining and decision rule mining.

Chapters

Text Mining Scientific Papers: A Survey on FCA-Based Information Retrieval Research

Poelmans J., Ignatov D. I., Viaene S. et al., , in: Advances in Data Mining. Applications and Theoretical Aspects. 12th Industrial Conference, ICDM 2012, Berlin, Germany, July 13-20, 2012. ProceedingsVol. 7377.: Berlin, Heidelberg: Springer, 2012. P. 273–287.

Formal Concept Analysis (FCA) is an unsupervised clustering technique and many scientific papers are devoted to applying FCA in Information Retrieval (IR) research. We collected 103 papers published between 2003-2009 which mention FCA and information retrieval in the abstract, title or keywords. Using a prototype of our FCA-based toolset CORDIET, we converted the pdf-files containing ...

Added: December 3, 2012

Human-Centered Text Mining: A New Software System

Poelmans J., Elzinga P., Neznanov A. et al., , in: Advances in Data Mining. Applications and Theoretical Aspects. 12th Industrial Conference, ICDM 2012, Berlin, Germany, July 13-20, 2012. ProceedingsVol. 7377.: Berlin, Heidelberg: Springer, 2012. P. 258–272.

In this paper we introduce a novel human-centered data mining software system which was designed to gain intelligence from unstructured textual data. The architecture takes its roots in several case studies which were a collaboration between the Amsterdam-Amstelland Police, GasthuisZusters Antwerpen (GZA) hospitals and KU Leuven. It is currently being implemented by bachelor and master ...

Added: January 28, 2013

Keywords: математика, машинное обучение, разработка данных (Data Mining), информатика, информационный поиск, вычислительная техника, case-based reasoning, data warehouse, learning algorithms, rule optimization, self-organizing maps, database management & information retrieval, information systems and applications, интеллектуальный анализ данных, представление знаний, инженерия знаний, кибернетика, автоматика, artificial intelligence, image processing