Header

UZH-Logo

Maintenance Infos

Auto-experimentation of KDD workflows based on ontological planning


Serban, F (2010). Auto-experimentation of KDD workflows based on ontological planning. In: The 9th International Semantic Web Conference (ISWC 2010), Doctoral Consortium, Shanghai, China, 7 November 2010 - 11 November 2010, 313-320.

Abstract

One of the problems of Knowledge Discovery in Databases (KDD) is the lack of user support for solving KDD problems. Current Data Mining (DM) systems enable the user to manually design workflows but this becomes difficult when there are too many operators to choose from or the workflow's size is too large. Therefore we propose to use auto-experimentation based on ontological planning to provide the users with automatic generated workflows as well as rankings for workflows based on several criteria (execution time, accuracy, etc.). Moreover auto-experimentation will help to validate the generated workflows and to prune and reduce their number. Furthermore we will use mixed-initiative planning to allow the users to set parameters and criteria to limit the planning search space as well as to guide the planner towards better workflows.

Abstract

One of the problems of Knowledge Discovery in Databases (KDD) is the lack of user support for solving KDD problems. Current Data Mining (DM) systems enable the user to manually design workflows but this becomes difficult when there are too many operators to choose from or the workflow's size is too large. Therefore we propose to use auto-experimentation based on ontological planning to provide the users with automatic generated workflows as well as rankings for workflows based on several criteria (execution time, accuracy, etc.). Moreover auto-experimentation will help to validate the generated workflows and to prune and reduce their number. Furthermore we will use mixed-initiative planning to allow the users to set parameters and criteria to limit the planning search space as well as to guide the planner towards better workflows.

Statistics

Downloads

64 downloads since deposited on 24 Feb 2011
7 downloads since 12 months
Detailed statistics

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:11 November 2010
Deposited On:24 Feb 2011 15:11
Last Modified:07 Dec 2017 07:03
Other Identification Number:1461

Download

Download PDF  'Auto-experimentation of KDD workflows based on ontological planning'.
Preview
Filetype: PDF
Size: 286kB