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Meta-learning with kernels and similarity functions for planning of data mining workflows


Kalousis, A; Bernstein, A; Hilario, M (2008). Meta-learning with kernels and similarity functions for planning of data mining workflows. In: ICML/COLT/UAI 2008, Planing to Learn Workshop (PlanLearn), Helsinki, Finnland, 9 July 2008 - 9 July 2008, 23-28.

Abstract

We propose an intelligent data mining (DM) assistant that will combine planning and meta-learning to provide support to users of virtual DM laboratory. A knowledge-driven planner will rely on a data mining ontology to plan the knowledge discovery workflow and determine the set of valid operators for each step of this workflow. A probabilistic meta-learner will select the most appropriate operators by using relational similarity measures and kernel functions over records of past sessions meta-data stored in a DM experiments repository.

Abstract

We propose an intelligent data mining (DM) assistant that will combine planning and meta-learning to provide support to users of virtual DM laboratory. A knowledge-driven planner will rely on a data mining ontology to plan the knowledge discovery workflow and determine the set of valid operators for each step of this workflow. A probabilistic meta-learner will select the most appropriate operators by using relational similarity measures and kernel functions over records of past sessions meta-data stored in a DM experiments repository.

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Additional indexing

Item Type:Conference or Workshop Item (Paper), refereed, original work
Communities & Collections:03 Faculty of Economics > Department of Informatics
Dewey Decimal Classification:000 Computer science, knowledge & systems
Language:English
Event End Date:9 July 2008
Deposited On:08 Jan 2009 16:14
Last Modified:21 Nov 2017 13:45
Additional Information:The paper is published in Proceedings of the Second Planning to Learn Workshop (PlanLearn) at ICML/COLT/UAI 2008, which was part of the joint ICML, UAI and COLT workshops, 9 July 2008, University of Helsinki.
Official URL:http://www.ifi.uzh.ch/ddis/events/planlearn08/
Related URLs:http://www.ifi.uzh.ch/pax/web/index.php/publication/show/id/818
http://icml2008.cs.helsinki.fi/workshops.shtml
http://www.hiit.fi/events/csi-ui

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