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Hierarchical Feature Selection for Knowledge Discovery (Advanced Information and Knowledge Processing) - Hardcover
Synopsis
This book is the first work that systematically describes the procedure of data mining and knowledge discovery on Bioinformatics databases by using the state-of-the-art hierarchical feature selection algorithms. The novelties of this book are three-fold. To begin with, this book discusses the hierarchical feature selection in depth, which is generally a novel research area in Data Mining/Machine Learning. Seven different state-of-the-art hierarchical feature selection algorithms are discussed and evaluated by working with four types of interpretable classification algorithms (i.e. three types of Bayesian network classification algorithms and the k-nearest neighbours classification algorithm). Moreover, this book discusses the application of those hierarchical feature selection algorithms on the well-known Gene Ontology database, where the entries (terms) are hierarchically structured. Gene Ontology database that unifies the representations of gene and gene products annotation providesthe resource for mining valuable knowledge about certain biological research topics, such as the Biology of Ageing. Furthermore, this book discusses the mined biological patterns by the hierarchical feature selection algorithms relevant to the ageing-associated genes. Those patterns reveal the potential ageing-associated factors that inspire future research directions for the Biology of Ageing research.
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About the Author
Dr. Cen Wan is a Postdoctoral Research Associate in the Department of Computer Science at University College London, and in the Biomedical Data Science Laboratory at The Francis Crick Institute, London, UK.
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Hierarchical Feature Selection for Knowledge Discovery : Application of Data Mining to the Biology of Ageing
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Hierarchical Feature Selection for Knowledge Discovery. Application of Data Mining to the Biology of Ageing.
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XIV, 120 p. Hardcover. Versand aus Deutschland / We dispatch from Germany via Air Mail. Einband bestoßen, daher Mängelexemplar gestempelt, sonst sehr guter Zustand. Imperfect copy due to slightly bumped cover, apart from this in very good condition. Stamped. Advanced Information and Knowledge Processing. Sprache: Englisch. Seller Inventory # 35953AB
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Hierarchical Feature Selection for Knowledge Discovery : Application of Data Mining to the Biology of Ageing
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Hierarchical Feature Selection for Knowledge Discovery (Advanced Information and Knowledge Processing)
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Hierarchical Feature Selection for Knowledge Discovery
Published by
Springer International Publishing Dez 2018, 2018
ISBN 10: 3319979183
ISBN 13: 9783319979182
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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germany
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Buch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book is the first work that systematically describes the procedure of data mining and knowledge discovery on Bioinformatics databases by using the state-of-the-art hierarchical feature selection algorithms. The novelties of this book are three-fold. To begin with, this book discusses the hierarchical feature selection in depth, which is generally a novel research area in Data Mining/Machine Learning. Seven different state-of-the-art hierarchical feature selection algorithms are discussed and evaluated by working with four types of interpretable classification algorithms (i.e. three types of Bayesian network classification algorithms and the k-nearest neighbours classification algorithm). Moreover, this book discusses the application of those hierarchical feature selection algorithms on the well-known Gene Ontology database, where the entries (terms) are hierarchically structured. Gene Ontology database that unifies the representations of gene and gene products annotation provides the resource for mining valuable knowledge about certain biological research topics, such as the Biology of Ageing. Furthermore, this book discusses the mined biological patterns by the hierarchical feature selection algorithms relevant to the ageing-associated genes. Those patterns reveal the potential ageing-associated factors that inspire future research directions for the Biology of Ageing research. 136 pp. Englisch. Seller Inventory # 9783319979182
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Hierarchical Feature Selection for Knowledge Discovery : Application of Data Mining to the Biology of Ageing
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Hierarchical Feature Selection for Knowledge Discovery : Application of Data Mining to the Biology of Ageing
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Hierarchical Feature Selection for Knowledge Discovery
Published by
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ISBN 10: 3319979183
ISBN 13: 9783319979182
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Gebunden. Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Discusses the state of the art in hierarchical feature selection algorithms Reviews the applications of hierarchical feature selection algorithms to bioinformatics databases Surveys the applications of hierarchical feature selection algor. Seller Inventory # 233116227
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Hierarchical Feature Selection for Knowledge Discovery : Application of Data Mining to the Biology of Ageing
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