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| book details |
Automating the Design of Data Mining Algorithms: An Evolutionary Computation Approach
By (author)
Gisele L. Pappa
, By (author)
Alex Freitas
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normal price: R 4,640.95
Price: R 4,408.95
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| book description |
Data mining is a very active research area with many successful real-world app- cations. It consists of a set of concepts and methods used to extract interesting or useful knowledge (or patterns) from real-world datasets, providing valuable support for decision making in industry, business, government, and science. Although there are already many types of data mining algorithms available in the literature, it is still dif cult for users to choose the best possible data mining algorithm for their particular data mining problem. In addition, data mining al- rithms have been manually designed; therefore they incorporate human biases and preferences. This book proposes a new approach to the design of data mining algorithms. - stead of relying on the slow and ad hoc process of manual algorithm design, this book proposes systematically automating the design of data mining algorithms with an evolutionary computation approach. More precisely, we propose a genetic p- gramming system (a type of evolutionary computation method that evolves c- puter programs) to automate the design of rule induction algorithms, a type of cl- si cation method that discovers a set of classi cation rules from data. We focus on genetic programming in this book because it is the paradigmatic type of machine learning method for automating the generation of programs and because it has the advantage of performing a global search in the space of candidate solutions (data mining algorithms in our case), but in principle other types of search methods for this task could be investigated in the future.
| product details |
Normally shipped |
Available from overseas. Usually dispatched in 14 days
Publisher |
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Published date |
14 Mar 2012
Language |
Format |
Paperback / softback
Pages |
187
Dimensions |
235 x 155 x 0mm (L x W x H)
Weight |
0g
ISBN |
978-3-6422-6125-1
Readership Age |
BISAC |
computers / database management / data mining
| other options |
Normally shipped |
Available from overseas. Delivery time is 14 - 21 days
Readership Age |
Normal Price |
R 4,893.95
Price |
R 4,648.95
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Fifteen Dogs
André Alexis
Paperback / softback
176 pages
was: R 280.95
now: R 252.95
Available from overseas. Dispatched in aprox 4-8 weeks as local supplier is out of stock
A pack of dogs are granted the power of human thought - but what will it do to them? A surprising and insightful look at the beauty and perils of consciousness.
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Bonsai Success in Southern Africa
Carl Morrow
Paperback / softback
160 pages
was: R 320.95
now: R 288.95
Stock is usually dispatched in 6-12 days from date of order
In this uniquely Southern African book, Carl Morrow and Keith Kirsten guide readers step by step into the magical realms of bonsai as a hobby, horticultural practice and art form.
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The Ballerina and the Bull: Anarchist Utopias in the Age of Finance
Johanna Isaacson
Paperback / softback
288 pages
was: R 306.95
now: R 275.95
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Our moment has seen the resurgence of an anarchist sensibility, from the uprisings in Seattle in 1999 to the Occupy movement of 2011.
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