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Books > Computing & IT > Applications of computing > Databases > Data mining
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Data Mining Algorithms in C++ - Data Patterns and Algorithms for Modern Applications (Paperback, 1st ed.)
Loot Price: R2,094
Discovery Miles 20 940
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Data Mining Algorithms in C++ - Data Patterns and Algorithms for Modern Applications (Paperback, 1st ed.)
Expected to ship within 10 - 15 working days
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Discover hidden relationships among the variables in your data, and
learn how to exploit these relationships. This book presents a
collection of data-mining algorithms that are effective in a wide
variety of prediction and classification applications. All
algorithms include an intuitive explanation of operation, essential
equations, references to more rigorous theory, and commented C++
source code. Many of these techniques are recent developments,
still not in widespread use. Others are standard algorithms given a
fresh look. In every case, the focus is on practical applicability,
with all code written in such a way that it can easily be included
into any program. The Windows-based DATAMINE program lets you
experiment with the techniques before incorporating them into your
own work. What You'll Learn Use Monte-Carlo permutation tests to
provide statistically sound assessments of relationships present in
your data Discover how combinatorially symmetric cross validation
reveals whether your model has true power or has just learned noise
by overfitting the data Work with feature weighting as regularized
energy-based learning to rank variables according to their
predictive power when there is too little data for traditional
methods See how the eigenstructure of a dataset enables clustering
of variables into groups that exist only within meaningful
subspaces of the data Plot regions of the variable space where
there is disagreement between marginal and actual densities, or
where contribution to mutual information is high Who This Book Is
For Anyone interested in discovering and exploiting relationships
among variables. Although all code examples are written in C++, the
algorithms are described in sufficient detail that they can easily
be programmed in any language.
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