Verlag: Springer International Publishing, 2015
ISBN 10: 3319142305 ISBN 13: 9783319142302
Sprache: Englisch
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Verlag: Springer International Publishing, Springer International Publishing Mär 2015, 2015
ISBN 10: 3319142305 ISBN 13: 9783319142302
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In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal is the automatic generation of a decision-tree induction algorithm tailored to the application domain of interest. For such, they discuss how one can effectively discover the most suitable set of components of decision-tree induction algorithms to deal with a wide variety of applications through the paradigm of evolutionary computation, following the emergence of a novel field called hyper-heuristics.'Automatic Design of Decision-Tree Induction Algorithms' would be highly useful for machine learning and evolutionary computation students and researchers alike.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 188 pp. Englisch.
Verlag: Springer International Publishing, Springer International Publishing, 2015
ISBN 10: 3319142305 ISBN 13: 9783319142302
Sprache: Englisch
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In den WarenkorbTaschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal is the automatic generation of a decision-tree induction algorithm tailored to the application domain of interest. For such, they discuss how one can effectively discover the most suitable set of components of decision-tree induction algorithms to deal with a wide variety of applications through the paradigm of evolutionary computation, following the emergence of a novel field called hyper-heuristics.'Automatic Design of Decision-Tree Induction Algorithms' would be highly useful for machine learning and evolutionary computation students and researchers alike.
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Verlag: Springer International Publishing AG, 2015
ISBN 10: 3319142305 ISBN 13: 9783319142302
Sprache: Englisch
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In den WarenkorbZustand: New. Series: SpringerBriefs in Computer Science. Num Pages: 188 pages, 18 black & white illustrations, 41 black & white tables, biography. BIC Classification: UNF; UYQP. Category: (P) Professional & Vocational. Dimension: 235 x 155 x 10. Weight in Grams: 297. . 2015. Paperback. . . . .
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ISBN 10: 3319142305 ISBN 13: 9783319142302
Sprache: Englisch
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In den WarenkorbZustand: New. Series: SpringerBriefs in Computer Science. Num Pages: 188 pages, 18 black & white illustrations, 41 black & white tables, biography. BIC Classification: UNF; UYQP. Category: (P) Professional & Vocational. Dimension: 235 x 155 x 10. Weight in Grams: 297. . 2015. Paperback. . . . . Books ship from the US and Ireland.
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Verlag: Springer International Publishing AG, Cham, 2015
ISBN 10: 3319142305 ISBN 13: 9783319142302
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In den WarenkorbPaperback. Zustand: new. Paperback. Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal is the automatic generation of a decision-tree induction algorithm tailored to the application domain of interest. For such, they discuss how one can effectively discover the most suitable set of components of decision-tree induction algorithms to deal with a wide variety of applications through the paradigm of evolutionary computation, following the emergence of a novel field called hyper-heuristics."Automatic Design of Decision-Tree Induction Algorithms" would be highly useful for machine learning and evolutionary computation students and researchers alike. Shipping may be from multiple locations in the US or from the UK, depending on stock availability.
Verlag: Springer International Publishing AG, Cham, 2015
ISBN 10: 3319142305 ISBN 13: 9783319142302
Sprache: Englisch
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In den WarenkorbPaperback. Zustand: new. Paperback. Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal is the automatic generation of a decision-tree induction algorithm tailored to the application domain of interest. For such, they discuss how one can effectively discover the most suitable set of components of decision-tree induction algorithms to deal with a wide variety of applications through the paradigm of evolutionary computation, following the emergence of a novel field called hyper-heuristics."Automatic Design of Decision-Tree Induction Algorithms" would be highly useful for machine learning and evolutionary computation students and researchers alike. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.
Verlag: Springer International Publishing Mrz 2015, 2015
ISBN 10: 3319142305 ISBN 13: 9783319142302
Sprache: Englisch
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In den WarenkorbTaschenbuch. Zustand: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal is the automatic generation of a decision-tree induction algorithm tailored to the application domain of interest. For such, they discuss how one can effectively discover the most suitable set of components of decision-tree induction algorithms to deal with a wide variety of applications through the paradigm of evolutionary computation, following the emergence of a novel field called hyper-heuristics.'Automatic Design of Decision-Tree Induction Algorithms' would be highly useful for machine learning and evolutionary computation students and researchers alike. 188 pp. Englisch.
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