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Understanding the challenges faced during the management of data mining models

Published: 14 November 2008 Publication History

Abstract

While the IT industry is moving forward with service-based solutions, they have left behind critical processes and soft IT assets unmanaged, especially at the intersection of business processes with Business Intelligence (BI). In this paper, we describe the challenges faced by model developers (or statisticians) and business analysts while managing data mining model assets of an organization that supports business processes in making real-time decisions and forecasts.

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Beanstalk Cloud Data Management System, We-Are-Cloud.com
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Dijker, B., A Day in the Life of System Administrators, SAGE, http://sageweb.sage.org
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Haber, E. and Kandogan, E., Security Administrators in the Wild: Ethnographic Studies of Security Administrators. SIG CHI 2007 Workshop on Security User Studies: Methodologies and Best Practices.
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Oracle Data Mining, http://www.oracle.com/technology/products/bi/odm
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Shearer C., The CRISP-DM model: The new blueprint for data mining, Journal of Data Warehousing Vol. 5(4), 4--13, Fall 2000
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Sumathi S. and Sivanandam S. N., Data mining in customer value and customer relationship management, Studies in Computational Intelligence (SCI) 29, 321--386, 2006. Springer-Verlag.

Cited By

View all
  • (2015)Data mining techniques and its effect in customer relationship managementInternational Journal of Data Analysis Techniques and Strategies10.1504/IJDATS.2015.0738627:4(406-427)Online publication date: 1-Dec-2015
  • (2015)A "smart component" data model in PLMProceedings of the 2015 IEEE International Conference on Big Data (Big Data)10.1109/BigData.2015.7363899(1388-1397)Online publication date: 29-Oct-2015
  • (2008)Designing dashboards for managing model lifecycleProceedings of the 2nd ACM Symposium on Computer Human Interaction for Management of Information Technology10.1145/1477973.1477989(1-2)Online publication date: 14-Nov-2008

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    cover image ACM Conferences
    CHiMiT '08: Proceedings of the 2nd ACM Symposium on Computer Human Interaction for Management of Information Technology
    November 2008
    82 pages
    ISBN:9781605583556
    DOI:10.1145/1477973
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    New York, NY, United States

    Publication History

    Published: 14 November 2008

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    Author Tags

    1. BSM
    2. ITSM
    3. challenges
    4. data mining models
    5. model lifecycle

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    Cited By

    View all
    • (2015)Data mining techniques and its effect in customer relationship managementInternational Journal of Data Analysis Techniques and Strategies10.1504/IJDATS.2015.0738627:4(406-427)Online publication date: 1-Dec-2015
    • (2015)A "smart component" data model in PLMProceedings of the 2015 IEEE International Conference on Big Data (Big Data)10.1109/BigData.2015.7363899(1388-1397)Online publication date: 29-Oct-2015
    • (2008)Designing dashboards for managing model lifecycleProceedings of the 2nd ACM Symposium on Computer Human Interaction for Management of Information Technology10.1145/1477973.1477989(1-2)Online publication date: 14-Nov-2008

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