Articles liés à Evolutionary Decision Trees in Large-Scale Data Mining
Synopsis
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.
Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.
Acheter neuf
Afficher cet article
EUR 130,10
EUR 3,43 expédition vers Etats-Unis
Destinations, frais et délaisAutres éditions populaires du même titre
Résultats de recherche pour Evolutionary Decision Trees in Large-Scale Data Mining
Image d'archives
Evolutionary Decision Trees in Large-Scale Data Mining (Studies in Big Data, 59)
Vendeur : Lucky's Textbooks, Dallas, TX, Etats-Unis
Évaluation du vendeur 5 sur 5 étoiles
Etat : New. N° de réf. du vendeur ABLIING23Mar3113020010139
Quantité disponible : Plus de 20 disponibles
Image d'archives
Evolutionary Decision Trees in Large-Scale Data Mining (Paperback)
Edité par
Springer Nature Switzerland AG, Cham, 2020
ISBN 10 : 3030218538
ISBN 13 : 9783030218539
Neuf
Paperback
Vendeur : Grand Eagle Retail, Bensenville, IL, Etats-Unis
Évaluation du vendeur 5 sur 5 étoiles
Paperback. Etat : new. 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. 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. cost-sensitive model trees for financial data or multi-test trees for gene expression data. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. N° de réf. du vendeur 9783030218539
Quantité disponible : 1 disponible(s)
Image d'archives
Evolutionary Decision Trees in Large-Scale Data Mining (Studies in Big Data, 59)
Vendeur : Ria Christie Collections, Uxbridge, Royaume-Uni
Évaluation du vendeur 5 sur 5 étoiles
Etat : New. In. N° de réf. du vendeur ria9783030218539_new
Quantité disponible : Plus de 20 disponibles
Image d'archives
Evolutionary Decision Trees in Large-Scale Data Mining (Studies in Big Data, 59)
Vendeur : California Books, Miami, FL, Etats-Unis
Évaluation du vendeur 5 sur 5 étoiles
Etat : New. N° de réf. du vendeur I-9783030218539
Quantité disponible : Plus de 20 disponibles
Image fournie par le vendeur
Evolutionary Decision Trees in Large-Scale Data Mining
Edité par
Springer International Publishing Aug 2020, 2020
ISBN 10 : 3030218538
ISBN 13 : 9783030218539
Neuf
Taschenbuch
Vendeur : BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Allemagne
Évaluation du vendeur 5 sur 5 étoiles
Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 192 pp. Englisch. N° de réf. du vendeur 9783030218539
Quantité disponible : 2 disponible(s)
Image fournie par le vendeur
Evolutionary Decision Trees in Large-Scale Data Mining
Edité par
Springer International Publishing, 2020
ISBN 10 : 3030218538
ISBN 13 : 9783030218539
Neuf
Kartoniert / Broschiert
Vendeur : moluna, Greven, Allemagne
Évaluation du vendeur 4 sur 5 étoiles
Kartoniert / Broschiert. Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Sums up the authors research conducted over the last 15 years on the evolutionary induction of decision treesDiscusses some basic elements from three domains are discussed, all of which are necessary to follow the proposed approach: evolutionary c. N° de réf. du vendeur 448675614
Quantité disponible : Plus de 20 disponibles
Image d'archives
Evolutionary Decision Trees In Large-sca
Vendeur : Kennys Bookshop and Art Galleries Ltd., Galway, GY, Irlande
Évaluation du vendeur 5 sur 5 étoiles
Etat : New. N° de réf. du vendeur V9783030218539
Quantité disponible : 15 disponible(s)
Image d'archives
Evolutionary Decision Trees in Large-Scale Data Mining: 59 (Studies in Big Data)
Vendeur : Books Puddle, New York, NY, Etats-Unis
Évaluation du vendeur 4 sur 5 étoiles
Etat : New. pp. 180. N° de réf. du vendeur 26380393970
Quantité disponible : 4 disponible(s)
Image d'archives
Evolutionary Decision Trees in Large-Scale Data Mining: 59 (Studies in Big Data)
impression à la demandeVendeur : Majestic Books, Hounslow, Royaume-Uni
Évaluation du vendeur 5 sur 5 étoiles
Etat : New. Print on Demand pp. 180. N° de réf. du vendeur 383510061
Quantité disponible : 4 disponible(s)
Image d'archives
Evolutionary Decision Trees in Large-Scale Data Mining: 59 (Studies in Big Data)
impression à la demandeVendeur : Biblios, Frankfurt am main, HESSE, Allemagne
Évaluation du vendeur 5 sur 5 étoiles
Etat : New. PRINT ON DEMAND pp. 180. N° de réf. du vendeur 18380393976
Quantité disponible : 4 disponible(s)