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Data Mining: Concepts and Techniques, Second Edition (The Morgan Kaufmann Series in Data Management Systems)
Jiawei Han
,
Micheline Kamber
Morgan Kaufmann
, 2006 - 800 pages
average customer review:
based on 27 reviews
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Good high-level review with little mathematics.
This is a great textbook for an undergraduate or layperson to the information sciences, but specialists may find it lacking depth. It is very good at identifying practices and principles that would guide a high-level planner toward a sound research program. That said, this book exhaustively covers the breadth of the modern field at the expense of formulas, algorithms, and source code that would have been valuable to an engineer or scientist with plans to implement.
* Buy this book if you require a high-level understanding of the
concepts
and
techniques
used in the field.
* Don't buy this book if you are planning to specialize in
data
mining
, or if you have plans to implement yourself.
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Good introduction on Data Mining
This book is a good introduction on
Data
Mining
with solid explanations of the mathematics behind the methods.
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Augustine Nsang: Data Mining Book Purchase
Very reliable seller! The book arrived in time and in very good condition. Thanks a lot!
Significant improvements since first edition
I have read the first
edition
of this book years before. This
second edition
has significant improvements. Core topic (classification, clustering, association rules) is very detailed and much easier to read. The author also add much material about advanced topics such as graph
mining
, multimedia mining, stream and time
series mining
, etc. Although these advanced topics are not as well writen as core topics, at least you will get idea about what's going on in these areas.
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reviews
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Our ability to generate and collect
data
has been increasing rapidly. Not only are all of our business, scientific, and government transactions now computerized, but the widespread use of digital cameras, publication tools, and bar codes also generate data. On the collection side, scanned text and image platforms, satellite remote sensing
systems
, and the World Wide Web have flooded us with a tremendous amount of data. This explosive growth has generated an even more urgent need for new
techniques
and automated tools that can help us transform this data into useful information and knowledge.
Like the first
edition
, voted the most popular data
mining book
by KD Nuggets readers, this book explores
concepts
and techniques for the discovery of patterns hidden in large data sets, focusing on issues relating to their feasibility, usefulness, effectiveness, and scalability. However, since the publication of the first edition, great progress has been made in the development of new data mining methods, systems, and applications. This new edition substantially enhances the first edition, and new chapters have been added to address recent developments on mining complex types of data including stream data, sequence data, graph structured data, social network data, and multi-relational data.
Whether you are a seasoned professional or a new student of data mining, this book has much to offer you:
* A comprehensive, practical look at the concepts and techniques you need to know to get the most out of real business data.
* Updates that incorporate input from readers, changes in the field, and more material on statistics and machine learning.
* Dozens of algorithms and implementation examples, all in easily understood pseudo-code and suitable for use in real-world, large-scale data mining projects.
* Complete classroom support for instructors at www.mkp.com/datamining2e companion site.
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