Statistical Methods for Imbalanced Data in Ecological and Biological Studies

Language: English

Published by Springer, 2019

4431555692 / 9784431555698

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Druck auf Anfrage Neuware - Printed after ordering - This book presents a fresh, new approach in that it provides a comprehensive recent review of challenging problems caused by imbalanced data in prediction and classification, and also in that it introduces several of the latest statistical methods of dealing with these problems. The book discusses the property of the imbalance of data from two points of view. The first is quantitative imbalance, meaning that the sample size in one population highly outnumbers that in another population. It includes presence-only data as an extreme case, where the presence of a species is confirmed, whereas the information on its absence is uncertain, which is especially common in ecology in predicting habitat distribution. The second is qualitative imbalance, meaning that the data distribution of one population can be well specified whereas that of the other one shows a highly heterogeneous property. A typical case is the existence of outliers commonly observed in gene expression data, and another is heterogeneous characteristics often observed in a case group in case-control studies. The extension of the logistic regression model, maxent, and AdaBoost for imbalanced data is discussed, providing a new framework for improvement of prediction, classification, and performance of variable selection. Weights functions introduced in the methods play an important role in alleviating the imbalance of data. This book also furnishes a new perspective on these problem and shows some applications of the recently developed statistical methods to real data sets.…

Seller Inventory # 9784431555698

Title
Statistical Methods for Imbalanced Data in Ecological and Biological Studies
Author
Shinto Eguchi
Publisher
Springer
Publication year
2019
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
4431555692
ISBN 13
9784431555698
Item weight
119 grams
Dimensions
235x155x5 mm

AHA-BUCH GmbH

Einbeck, Germany

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