Meta Learning In Decision Tree Induction

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Meta Learning In Decision Tree Induction

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Author : Krzysztof Grąbczewski
language : en
Publisher: Springer
Release Date : 2013-09-11

Meta Learning In Decision Tree Induction written by Krzysztof Grąbczewski and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-09-11 with Technology & Engineering categories.

The book focuses on different variants of decision tree induction but also describes the meta-learning approach in general which is applicable to other types of machine learning algorithms. The book discusses different variants of decision tree induction and represents a useful source of information to readers wishing to review some of the techniques used in decision tree learning, as well as different ensemble methods that involve decision trees. It is shown that the knowledge of different components used within decision tree learning needs to be systematized to enable the system to generate and evaluate different variants of machine learning algorithms with the aim of identifying the top-most performers or potentially the best one. A unified view of decision tree learning enables to emulate different decision tree algorithms simply by setting certain parameters. As meta-learning requires running many different processes with the aim of obtaining performance results, a detailed description of the experimental methodology and evaluation framework is provided. Meta-learning is discussed in great detail in the second half of the book. The exposition starts by presenting a comprehensive review of many meta-learning approaches explored in the past described in literature, including for instance approaches that provide a ranking of algorithms. The approach described can be related to other work that exploits planning whose aim is to construct data mining workflows. The book stimulates interchange of ideas between different, albeit related, approaches.

Meta Learning In Decision Tree Induction

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Author : Krzysztof Gr Bczewski
language : en
Publisher:
Release Date : 2013-09-30

Meta Learning In Decision Tree Induction written by Krzysztof Gr Bczewski and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-09-30 with categories.

Meta Learning

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Author : Christian Rudolf Köpf
language : en
Publisher:
Release Date : 2006

Meta Learning written by Christian Rudolf Köpf and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Computers categories.

Proceedings Of The Siam International Conference On Data Mining

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Author :
language : en
Publisher:
Release Date : 2005

Proceedings Of The Siam International Conference On Data Mining written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Data mining categories.

Discovery Science

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Author :
language : en
Publisher:
Release Date : 2003

Discovery Science written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Computer science categories.

Proceedings Of The Twenty Fourth International Conference On Very Large Databases New York Ny Usa 24 27 August 1998

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Author : Ashish Gupta
language : en
Publisher: Morgan Kaufmann Publishers
Release Date : 1998

Proceedings Of The Twenty Fourth International Conference On Very Large Databases New York Ny Usa 24 27 August 1998 written by Ashish Gupta and has been published by Morgan Kaufmann Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with Computers categories.

Ijcai 03

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Author : International Joint Conferences on Artificial Intelligence
language : en
Publisher:
Release Date : 2003

Ijcai 03 written by International Joint Conferences on Artificial Intelligence and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Computers categories.

Proceedings Of The International Ieee Conference On Tools For Artificial Intelligence

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Author :
language : en
Publisher:
Release Date : 2005

Proceedings Of The International Ieee Conference On Tools For Artificial Intelligence written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Algorithms categories.

Proceedings Of The Third International Conference On Knowledge Discovery And Data Mining

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Author : David Heckerman
language : en
Publisher:
Release Date : 1997

Proceedings Of The Third International Conference On Knowledge Discovery And Data Mining written by David Heckerman and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Computers categories.

Ijcai

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Author :
language : en
Publisher:
Release Date : 2003

Ijcai written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Artificial intelligence categories.