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Evolutionary Decision Trees in Large-Scale Data Mining

Af: Marek Kretowski Engelsk Paperback
SPAR
kr 320

Evolutionary Decision Trees in Large-Scale Data Mining

Af: Marek Kretowski Engelsk Paperback

This book presents a unified framework, based on specialized evolutionary algorithms, for the global induction of various types of classification and regression trees from data. The resulting univariate or oblique trees are significantly smaller than those produced by standard top-down methods, an aspect that is critical for the interpretation of mined patterns by domain analysts. The approach presented here is extremely flexible and can easily be adapted to specific data mining applications, e.g. cost-sensitive model trees for financial data or multi-test trees for gene expression data. The global induction can be efficiently applied to large-scale data without the need for extraordinary resources. With a simple GPU-based acceleration, datasets composed of millions of instances can be mined in minutes. In the event that the size of the datasets makes the fastest memory computing impossible, the Spark-based implementation on computer clusters, which offers impressive fault tolerance and scalability potential, can be applied.


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This book presents a unified framework, based on specialized evolutionary algorithms, for the global induction of various types of classification and regression trees from data. The resulting univariate or oblique trees are significantly smaller than those produced by standard top-down methods, an aspect that is critical for the interpretation of mined patterns by domain analysts. The approach presented here is extremely flexible and can easily be adapted to specific data mining applications, e.g. cost-sensitive model trees for financial data or multi-test trees for gene expression data. The global induction can be efficiently applied to large-scale data without the need for extraordinary resources. With a simple GPU-based acceleration, datasets composed of millions of instances can be mined in minutes. In the event that the size of the datasets makes the fastest memory computing impossible, the Spark-based implementation on computer clusters, which offers impressive fault tolerance and scalability potential, can be applied.


Produktdetaljer
Sprog: Engelsk
Sider: 180
ISBN-13: 9783030218539
Indbinding: Paperback
Udgave:
ISBN-10: 3030218538
Udg. Dato: 14 aug 2020
Længde: 0mm
Bredde: 235mm
Højde: 155mm
Forlag: Springer Nature Switzerland AG
Oplagsdato: 14 aug 2020
Forfatter(e): Marek Kretowski
Forfatter(e) Marek Kretowski


Kategori Kunstig intelligens


Sprog Engelsk


Indbinding Paperback


Sider 180


Udgave


Længde 0mm


Bredde 235mm


Højde 155mm


Udg. Dato 14 aug 2020


Oplagsdato 14 aug 2020

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