Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part II: 5782 (Lecture Notes in Artificial Intelligence) - Tapa blanda

 
9783642041730: Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part II: 5782 (Lecture Notes in Artificial Intelligence)

Sinopsis

The year 2008 was the ?rst year that the previously separate European C- ferences on Machine Learning (ECML) and the Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) were merged into a u- ?ed event. This is a natural evolution after eight consecutive years of their being collocated after the ?rst joint conference in Freiburg in 2001. The European Conference on Machine Learning (ECML) traces its origins to 1986, when the ?rst European Working Session on Learning was held in Orsay, France followed by the second European Working Session on Learning held in Bled, the loca- on of this year’s ECML PKDD 2009 conference. The European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) was ?rst held in 1997 in Trondheim, Norway. Over the years, the ECML/PKDD series hasevolvedintooneofthelargestandmostselectiveinternationalconferencesin machine learning and data mining, the only one that provides a common forum for the two closely related ?elds. In 2009, ECML PKDD conference was held during September 7-11 in Bled, Slovenia. The conference used a hierarchicalreviewing process. We nominated 26 Area Chairs, each of them responsible for one sub-?eld or several closely related re- arch topics. Suitable areas were selected on the basis of the submission statistics for ECML PKDD 2008 and from last year’s International Conference on Mac- neLearning(ICML2008)andInternationalConferenceonKnowledgeDiscovery and Data Mining (KDD 2008) to ensure a proper load balance among the Area Chairs. A joint ProgramCommittee (PC) wasnominated consisting of some300 renownedresearchers,mostlyproposedbytheAreaChairs.

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De la contraportada

This book constitutes the refereed proceedings of the joint conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2009, held in Bled, Slovenia, in September 2009.

The 106 papers presented in two volumes, together with 5 invited talks, were carefully reviewed and selected from 422 paper submissions. In addition to the regular papers the volume contains 14 abstracts of papers appearing in full version in the Machine Learning Journal and the Knowledge Discovery and Databases Journal of Springer.

The conference intends to provide an international forum for the discussion of the latest high quality research results in all areas related to machine learning and knowledge discovery in databases. The topics addressed are application of machine learning and data mining methods to real-world problems, particularly exploratory research that describes novel learning and mining tasks and applications requiring non-standard techniques.

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