Automating the Design of Data Mining Algorithms: An Evolutionary Computation Approach

Author:   Gisele L. Pappa ,  Alex Freitas
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Edition:   2010 ed.
ISBN:  

9783642261251


Pages:   187
Publication Date:   14 March 2012
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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Automating the Design of Data Mining Algorithms: An Evolutionary Computation Approach


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Author:   Gisele L. Pappa ,  Alex Freitas
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint:   Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Edition:   2010 ed.
Dimensions:   Width: 15.50cm , Height: 1.00cm , Length: 23.50cm
Weight:   0.454kg
ISBN:  

9783642261251


ISBN 10:   3642261256
Pages:   187
Publication Date:   14 March 2012
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Data Mining.- Evolutionary Algorithms.- Genetic Programming for Classification and Algorithm Design.- Automating the Design of Rule Induction Algorithms.- Computational Results on the Automatic Design of Full Rule Induction Algorithms.- Directions for Future Research on the Automatic Design of Data Mining Algorithms.

Reviews

"From the reviews: ""The book is targeted at researchers and postgraduate students. As the amount of data being mined continues to grow it demands ever more sophisticated mining algorithms. Therefore there is a need for new algorithms and so Pappa and Freitas’ book will be of interest particularly to researchers in data mining. ... [T]his book will appeal to the target audience of [the journal] Genetic Programming and Evolvable Machines and, I feel, will align with the research interests of its readership."" (John Woodward, Genetic Programming and Evolvable Machines (2011) 12:81–83) “The book will be useful for postgraduate students and researchers in the data mining field and in evolutionary computation.” (Florin Gorunescu, Zentralblatt MATH, Vol. 1183, 2010)"


From the reviews: The book is targeted at researchers and postgraduate students. As the amount of data being mined continues to grow it demands ever more sophisticated mining algorithms. Therefore there is a need for new algorithms and so Pappa and Freitas' book will be of interest particularly to researchers in data mining. ... [T]his book will appeal to the target audience of [the journal] Genetic Programming and Evolvable Machines and, I feel, will align with the research interests of its readership. (John Woodward, Genetic Programming and Evolvable Machines (2011) 12:81-83) The book will be useful for postgraduate students and researchers in the data mining field and in evolutionary computation. (Florin Gorunescu, Zentralblatt MATH, Vol. 1183, 2010)


From the reviews: The book is targeted at researchers and postgraduate students. As the amount of data being mined continues to grow it demands ever more sophisticated mining algorithms. Therefore there is a need for new algorithms and so Pappa and Freitas book will be of interest particularly to researchers in data mining. ... [T]his book will appeal to the target audience of [the journal] Genetic Programming and Evolvable Machines and, I feel, will align with the research interests of its readership. (John Woodward, Genetic Programming and Evolvable Machines (2011) 12:81 83) The book will be useful for postgraduate students and researchers in the data mining field and in evolutionary computation. (Florin Gorunescu, Zentralblatt MATH, Vol. 1183, 2010)


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