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ACM Special Interest Group on Knowledge
Discovery & Data Mining
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KDD-2000
Sixth ACM SIGKDD International Conference on
Knowledge Discovery & Data Mining
August 20-23, 2000
Boston, MA, USA
KDD-2000
Runner-Up Best Application Paper
Ongoing
Management and Application of Discovered Knowledge in a Large Regulatory
Organization: A Case Study of the Use and Impact of NASD Regulation's
Advanced Detection System (ADS)
Ted
Senator (NASD Regulation, Inc.)
Abstract:
This
paper describes a case study of an ongoing, deployed, KDD application – NASD
Regulation’s Advanced Detection System (ADS) for monitoring activity on the
Nasdaq Stock Market – from the perspective of how organizations and systems
are impacted by the continuous long-term use of KDD in a dynamic domain. It
discusses knowledge management techniques that have been developed for and
applied to discovered knowledge. It points out special considerations
resulting from the regulatory environment as well as general lessons
applicable to all organizations that may come to rely on KDD as an integral
part of their business operations. It also proposes modifications to accepted
KDD processes that are needed to account for the long-term use of KDD as part
of a dynamic business environment.
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