Understanding the challenges faced during the management of data mining models

Authors:
Jhilmil Jain;Ismail Ari;Jun Li
Affiliations:
Hewlett-Packard Laboratories, Palo Alto, CA;Hewlett-Packard Laboratories, Palo Alto, CA;Hewlett-Packard Laboratories, Palo Alto, CA
Venue:
Proceedings of the 2nd ACM Symposium on Computer Human Interaction for Management of Information Technology
Year:
2008

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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.