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This is an indispensable scientific text book brings the beginners
right to the forefront of the in-depth fundamentals of the
traditional data mining classification techniques for the analysis
of the neuro-degenerative disease with special reference to the
Alzheimer's Disease. Beginning with an overview of the alzheimer's
disease, this text book analyses the bio markers and the
classification techniques in detail. Then follows an in-depth
treatment of the better literature coverage. This book is ideally
suited for the researchers of Computer Science and the researchers
will benefit from the comprehensive wide range of literature
coverage and the better explanations on cutting-edge material.
At the highest level of description, this book is about
dimensionality reduction for data mining. It focuses on dimensional
reduction on Small, Medium and very large Scale data. This book is
not intended as an introduction to Feature selection, although we
do provide the background necessary in several areas in order to
facilitate the reader's comprehension of their respective roles in
data mining. This book reviews state-of-the-art dimensionality
reduction techniques for analyzing enormous quantities of raw data
in high-dimensional data spaces to extract new information useful
to the decision-making process.
Feature selection is a term commonly used in data mining to
describe the tools and techniques available for reducing inputs to
a manageable size for processing and analysis. Feature selection
implies not only cardinality reduction, which means imposing an
arbitrary or predefined cutoff on the number of attributes that can
be considered when building a model, but also the choice of
attributes, meaning that either the analyst or the modeling tool
actively selects or discards attributes based on their usefulness
for analysis. "Feature selection methods best Practices" is the
mast reference that practitioners and researchers have long been
seeking. It is also the obvious choice for academic and research
scholars.
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