Data Mining: Concepts, Models, Methods, and Algorithms

4.38 avg rating
( 8 ratings by Goodreads )
 
9780470890455: Data Mining: Concepts, Models, Methods, and Algorithms

This book reviews state-of-the-art methodologies and techniques for analyzing enormous quantities of raw data in high-dimensional data spaces, to extract new information for decision making. The goal of this book is to provide a single introductory source, organized in a systematic way, in which we could direct the readers in analysis of large data sets, through the explanation of basic concepts, models and methodologies developed in recent decades.

 

If you are an instructor or professor and would like to obtain instructor’s materials, please visit http://booksupport.wiley.com

If you are an instructor or professor and would like to obtain a solutions manual, please send an email to: pressbooks@ieee.org

 

"synopsis" may belong to another edition of this title.

From the Back Cover:

Now updated—the systematic introductory guide to modern analysis of large data sets

As data sets continue to grow in size and complexity, there has been an inevitable move towards indirect, automatic, and intelligent data analysis in which the analyst works via more complex and sophisticated software tools. This book reviews state-of-the-art methodologies and techniques for analyzing enormous quantities of raw data in high-dimensional data spaces to extract new information for decision-making.

This Second Edition of Data Mining: Concepts, Models, Methods, and Algorithms discusses data mining principles and then describes representative state-of-the-art methods and algorithms originating from different disciplines such as statistics, machine learning, neural networks, fuzzy logic, and evolutionary computation. Detailed algorithms are provided with necessary explanations and illustrative examples, and questions and exercises for practice at the end of each chapter. This new edition features the following new techniques/methodologies:

  • Support Vector Machines (SVM)—developed based on statistical learning theory, they have a large potential for applications in predictive data mining

  • Kohonen Maps (Self-Organizing Maps - SOM)—one of very applicative neural-networks-based methodologies for descriptive data mining and multi-dimensional data visualizations

  • DBSCAN, BIRCH, and distributed DBSCAN clustering algorithms—representatives of an important class of density-based clustering methodologies

  • Bayesian Networks (BN) methodology often used for causality modeling

  • Algorithms for measuring Betweeness and Centrality parameters in graphs, important for applications in mining large social networks

  • CART algorithm and Gini index in building decision trees

  • Bagging & Boosting approaches to ensemble-learning methodologies, with details of AdaBoost algorithm

  • Relief algorithm, one of the core feature selection algorithms inspired by instance-based learning

  • PageRank algorithm for mining and authority ranking of web pages

  • Latent Semantic Analysis (LSA) for text mining and measuring semantic similarities between text-based documents

  • New sections on temporal, spatial, web, text, parallel, and distributed data mining

  • More emphasis on business, privacy, security, and legal aspects of data mining technology

This text offers guidance on how and when to use a particular software tool (with the companion data sets) from among the hundreds offered when faced with a data set to mine. This allows analysts to create and perform their own data mining experiments using their knowledge of the methodologies and techniques provided. The book emphasizes the selection of appropriate methodologies and data analysis software, as well as parameter tuning. These critically important, qualitative decisions can only be made with the deeper understanding of parameter meaning and its role in the technique that is offered here.

This volume is primarily intended as a data-mining textbook for computer science, computer engineering, and computer information systems majors at the graduate level. Senior students at the undergraduate level and with the appropriate background can also successfully comprehend all topics presented here.

About the Author:

MEHMED KANTARDZIC, PhD, is a professor in the Department of Computer Engineering and Computer Science (CECS) in the Speed School of Engineering at the University of Louisville, Director of CECS Graduate Studies, as well as Director of the Data Mining Lab. A member of IEEE, ISCA, and SPIE, Dr. Kantardzic has won awards for several of his papers, has been published in numerous referred journals, and has been an invited presenter at various conferences. He has also been a contributor to numerous books.

"About this title" may belong to another edition of this title.

Buy New View Book
List Price: US$ 127.00
US$ 72.68

Convert Currency

Shipping: US$ 9.90
From Taiwan to U.S.A.

Destination, Rates & Speeds

Add to Basket

Top Search Results from the AbeBooks Marketplace

1.

Kantardzic, Mehmed
Published by Somerset, NJ, U.S.A.: John Wiley & Sons, Incorporated (2011)
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Hardcover Quantity Available: 5
Seller:
LINDABOOK
(Taipei, TP, Taiwan)
Rating
[?]

Book Description Somerset, NJ, U.S.A.: John Wiley & Sons, Incorporated, 2011. Hardcover. Book Condition: New. Ship out 1-2 business day,Brand new,US edition, Free tracking number usually 2-4 biz days delivery to worldwide Same shipping fee with US, Canada,Europe country, Australia, item will ship out from either LA or Asia,kf. Bookseller Inventory # ABE-6966932440

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 72.68
Convert Currency

Add to Basket

Shipping: US$ 9.90
From Taiwan to U.S.A.
Destination, Rates & Speeds

2.

Kantardzic, Mehmed
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Quantity Available: 4
Seller:
Paperbackshop-US
(Wood Dale, IL, U.S.A.)
Rating
[?]

Book Description 2011. HRD. Book Condition: New. New Book. Shipped from US within 10 to 14 business days. Established seller since 2000. Bookseller Inventory # KS-9780470890455

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 104.15
Convert Currency

Add to Basket

Shipping: US$ 3.99
Within U.S.A.
Destination, Rates & Speeds

3.

Mehmed Kantardzic
Published by John Wiley and Sons Ltd, United States (2011)
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Hardcover Quantity Available: 1
Seller:
The Book Depository
(London, United Kingdom)
Rating
[?]

Book Description John Wiley and Sons Ltd, United States, 2011. Hardback. Book Condition: New. 2nd Revised edition. Language: English . Brand New Book. This book reviews state-of-the-art methodologies and techniques for analyzing enormous quantities of raw data in high-dimensional data spaces, to extract new information for decision making. The goal of this book is to provide a single introductory source, organized in a systematic way, in which we could direct the readers in analysis of large data sets, through the explanation of basic concepts, models and methodologies developed in recent decades. If you are an instructor or professor and would like to obtain instructor s materials, please visit If you are an instructor or professor and would like to obtain a solutions manual, please send an email to: Bookseller Inventory # AAH9780470890455

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 113.04
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

4.

Mehmed Kantardzic
Published by John Wiley and Sons Ltd, United States (2011)
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Hardcover Quantity Available: 1
Seller:
The Book Depository US
(London, United Kingdom)
Rating
[?]

Book Description John Wiley and Sons Ltd, United States, 2011. Hardback. Book Condition: New. 2nd Revised edition. Language: English . Brand New Book. This book reviews state-of-the-art methodologies and techniques for analyzing enormous quantities of raw data in high-dimensional data spaces, to extract new information for decision making. The goal of this book is to provide a single introductory source, organized in a systematic way, in which we could direct the readers in analysis of large data sets, through the explanation of basic concepts, models and methodologies developed in recent decades. If you are an instructor or professor and would like to obtain instructor s materials, please visit If you are an instructor or professor and would like to obtain a solutions manual, please send an email to: Bookseller Inventory # AAH9780470890455

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 113.31
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

5.

Kantardzic, Mehmed
Published by Wileyand#8211;Blackwell (2011)
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Quantity Available: 7
Seller:
Books2Anywhere
(Fairford, GLOS, United Kingdom)
Rating
[?]

Book Description Wileyand#8211;Blackwell, 2011. HRD. Book Condition: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Bookseller Inventory # FW-9780470890455

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 103.21
Convert Currency

Add to Basket

Shipping: US$ 11.87
From United Kingdom to U.S.A.
Destination, Rates & Speeds

6.

Mehmed Kantardzic
Published by Wiley 2011-09-23, Hoboken, N.J. (2011)
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Hardcover Quantity Available: 5
Seller:
Blackwell's
(Oxford, OX, United Kingdom)
Rating
[?]

Book Description Wiley 2011-09-23, Hoboken, N.J., 2011. hardback. Book Condition: New. Bookseller Inventory # 9780470890455

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 117.51
Convert Currency

Add to Basket

Shipping: US$ 7.92
From United Kingdom to U.S.A.
Destination, Rates & Speeds

7.

Mehmed Kantardzic
Published by Wiley-Blackwell
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Hardcover Quantity Available: 7
Seller:
THE SAINT BOOKSTORE
(Southport, United Kingdom)
Rating
[?]

Book Description Wiley-Blackwell. Hardcover. Book Condition: New. New copy - Usually dispatched within 2 working days. Bookseller Inventory # B9780470890455

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 126.01
Convert Currency

Add to Basket

Shipping: US$ 9.16
From United Kingdom to U.S.A.
Destination, Rates & Speeds

8.

Kantardzic, Mehmed
Published by IEEE (2011)
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Hardcover Quantity Available: 2
Seller:
Revaluation Books
(Exeter, United Kingdom)
Rating
[?]

Book Description IEEE, 2011. Hardcover. Book Condition: Brand New. 2nd edition. 480 pages. 9.50x6.50x1.50 inches. In Stock. Bookseller Inventory # z-0470890452

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 143.51
Convert Currency

Add to Basket

Shipping: US$ 7.92
From United Kingdom to U.S.A.
Destination, Rates & Speeds

9.

Mehmed Kantardzic
Published by Wiley-IEEE Press (2011)
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Hardcover Quantity Available: 1
Seller:
Ergodebooks
(RICHMOND, TX, U.S.A.)
Rating
[?]

Book Description Wiley-IEEE Press, 2011. Hardcover. Book Condition: New. 2. Bookseller Inventory # DADAX0470890452

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 149.77
Convert Currency

Add to Basket

Shipping: US$ 3.99
Within U.S.A.
Destination, Rates & Speeds

10.

Kantardzic, Mehmed
Published by Wiley-Blackwell 2011-09-23 (2011)
ISBN 10: 0470890452 ISBN 13: 9780470890455
New Hardcover Quantity Available: 4
Seller:
Chiron Media
(Wallingford, United Kingdom)
Rating
[?]

Book Description Wiley-Blackwell 2011-09-23, 2011. HARDCOVER. Book Condition: New. Bookseller Inventory # NU-BNT-00832498

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 150.72
Convert Currency

Add to Basket

Shipping: US$ 3.94
From United Kingdom to U.S.A.
Destination, Rates & Speeds

There are more copies of this book

View all search results for this book