December 2011
Intermediate to advanced
243 pages
8h 52m
English
book
Statistical Learning and Data Science
by Mireille Gettler Summa, Leon Bottou, Bernard Goldfarb, Fionn Murtagh, Catherine Pardoux, Myriam Touati
Content preview from Statistical Learning and Data Science
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A Clustering Approach t o Monitor System Working 123
strategies, the construction of an accurate model repre senting the system normal operation
is a nontrivial and important issue.
This chapter presents a clustering approach to monitor sy stem working and detect
changes over time. The main novelty in this approach concerns the change detection strat-
egy that is based on the clus tering extension, i.e., individual memberships reflecting the
current system state. The changes are measured by the disagree ment level between two
partitions obtained from a same temporal data window. The proposed approach is posi-
tioned in a higher abstraction level of
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.