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Data Mining and Data Visualization, Volume 24 (Hardcover)
Loot Price: R7,245
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Data Mining and Data Visualization, Volume 24 (Hardcover)
Series: Handbook of Statistics
Expected to ship within 12 - 17 working days
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This book focuses on dealing with large-scale data, a field
commonly referred to as data mining. The book is divided into three
sections. The first deals with an introduction to statistical
aspects of data mining and machine learning and includes
applications to text analysis, computer intrusion detection, and
hiding of information in digital files. The second section focuses
on a variety of statistical methodologies that have proven to be
effective in data mining applications. These include clustering,
classification, multivariate density estimation, tree-based
methods, pattern recognition, outlier detection, genetic
algorithms, and dimensionality reduction. The third section focuses
on data visualization and covers issues of visualization of
high-dimensional data, novel graphical techniques with a focus on
human factors, interactive graphics, and data visualization using
virtual reality. This book represents a thorough cross section of
internationally renowned thinkers who are inventing methods for
dealing with a new data paradigm.
Key Features:
- Distinguished contributors who are international experts in
aspects of data mining
- Includes data mining approaches to non-numerical data mining
including text data, Internet traffic data, and geographic
data
- Highly topical discussions reflecting current thinking on
contemporary technical issues, e.g. streaming data
- Discusses taxonomy of dataset sizes, computational complexity,
and scalability usually ignored in most discussions
- Thorough discussion of data visualization issues blending
statistical, human factors, and computational insights
. Distinguished contributors who are international experts in
aspects of data mining
. Includes data mining approaches to non-numerical data mining
including text data, Internet traffic data, and geographic
data
. Highly topical discussions reflecting current thinking on
contemporary technical issues, e.g. streaming data
. Discusses taxonomy of dataset sizes, computational complexity,
and scalability usually ignored in most discussions
. Thorough discussion of data visualization issues blending
statistical, human factors, and computational insights"
General
Imprint: |
North-Holland
|
Country of origin: |
United States |
Series: |
Handbook of Statistics |
Release date: |
May 2005 |
First published: |
June 2005 |
Volume editors: |
C.R. Rao
|
Dimensions: |
240 x 165 x 30mm (L x W x T) |
Format: |
Hardcover
|
Pages: |
800 |
ISBN-13: |
978-0-444-51141-6 |
Categories: |
Books >
Science & Mathematics >
Mathematics >
Probability & statistics
|
LSN: |
0-444-51141-5 |
Barcode: |
9780444511416 |
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