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Advances in Machine Learning and Data Mining for Astronomy (Hardcover)
Loot Price: R4,578
Discovery Miles 45 780
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Advances in Machine Learning and Data Mining for Astronomy (Hardcover)
Series: Chapman & Hall/CRC Data Mining and Knowledge Discovery Series
Expected to ship within 12 - 17 working days
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Advances in Machine Learning and Data Mining for Astronomy
documents numerous successful collaborations among computer
scientists, statisticians, and astronomers who illustrate the
application of state-of-the-art machine learning and data mining
techniques in astronomy. Due to the massive amount and complexity
of data in most scientific disciplines, the material discussed in
this text transcends traditional boundaries between various areas
in the sciences and computer science. The book's introductory part
provides context to issues in the astronomical sciences that are
also important to health, social, and physical sciences,
particularly probabilistic and statistical aspects of
classification and cluster analysis. The next part describes a
number of astrophysics case studies that leverage a range of
machine learning and data mining technologies. In the last part,
developers of algorithms and practitioners of machine learning and
data mining show how these tools and techniques are used in
astronomical applications. With contributions from leading
astronomers and computer scientists, this book is a practical guide
to many of the most important developments in machine learning,
data mining, and statistics. It explores how these advances can
solve current and future problems in astronomy and looks at how
they could lead to the creation of entirely new algorithms within
the data mining community.
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