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Report on UBDM-05: Workshop on Utility-Based Data Mining

Published: 01 December 2005 Publication History

Abstract

In this report we provide a summary of the First International Workshop on Utility-Based Data Mining (UBDM-05) held in conjunction with the 11th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. The workshop was held on August 21, 2005 in Chicago, IL, USA. This workshop was geared toward researchers with an interest in how economic utility factors affect data mining (e.g., researchers in cost-sensitive learning and active learning) and practitioners who have real-world experience with how these factors influence data mining applications.

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  • (2009)Finding Clothing That Fit through Cluster Analysis and Objective Interestingness MeasuresProceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery10.1007/978-3-642-03730-6_18(216-228)Online publication date: 30-Aug-2009
  • (2009)Towards Cooperative Predictive Data Mining in Competitive EnvironmentsAgents and Data Mining Interaction10.1007/978-3-642-03603-3_8(95-108)Online publication date: 30-Jul-2009
  • (2008)Maximizing classifier utility when there are data acquisition and modeling costsData Mining and Knowledge Discovery10.1007/s10618-007-0082-x17:2(253-282)Online publication date: 1-Oct-2008
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Information

Published In

cover image ACM SIGKDD Explorations Newsletter
ACM SIGKDD Explorations Newsletter  Volume 7, Issue 2
December 2005
152 pages
ISSN:1931-0145
EISSN:1931-0153
DOI:10.1145/1117454
Issue’s Table of Contents

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 01 December 2005
Published in SIGKDD Volume 7, Issue 2

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Author Tags

  1. active learning
  2. cost-sensitive learning
  3. utility-based data mining

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Cited By

View all
  • (2009)Finding Clothing That Fit through Cluster Analysis and Objective Interestingness MeasuresProceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery10.1007/978-3-642-03730-6_18(216-228)Online publication date: 30-Aug-2009
  • (2009)Towards Cooperative Predictive Data Mining in Competitive EnvironmentsAgents and Data Mining Interaction10.1007/978-3-642-03603-3_8(95-108)Online publication date: 30-Jul-2009
  • (2008)Maximizing classifier utility when there are data acquisition and modeling costsData Mining and Knowledge Discovery10.1007/s10618-007-0082-x17:2(253-282)Online publication date: 1-Oct-2008
  • (2007)A Profit-Based Business Model for Evaluating Rule InterestingnessProceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence10.1007/978-3-540-72665-4_26(296-307)Online publication date: 28-May-2007

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