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Temporal Data Mining via Unsupervised Ensemble Learning (Paperback, UK ed.)
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Temporal Data Mining via Unsupervised Ensemble Learning (Paperback, UK ed.)
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Temporal Data Mining via Unsupervised Ensemble Learning provides
the principle knowledge of temporal data mining in association with
unsupervised ensemble learning and the fundamental problems of
temporal data clustering from different perspectives. By providing
three proposed ensemble approaches of temporal data clustering,
this book presents a practical focus of fundamental knowledge and
techniques, along with a rich blend of theory and practice.
Furthermore, the book includes illustrations of the proposed
approaches based on data and simulation experiments to demonstrate
all methodologies, and is a guide to the proper usage of these
methods. As there is nothing universal that can solve all problems,
it is important to understand the characteristics of both
clustering algorithms and the target temporal data so the correct
approach can be selected for a given clustering problem.
Scientists, researchers, and data analysts working with machine
learning and data mining will benefit from this innovative book, as
will undergraduate and graduate students following courses in
computer science, engineering, and statistics.
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