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Statistical Methods for Imbalanced Data in Ecological and Biological Studies by
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- Buy It NowStatistical Methods for Imbalanced Data in Ecological and Biological Studies by
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eBay item number:395142271655
Item specifics
- Condition
- ISBN-13
- 9784431555698
- Book Title
- Statistical Methods for Imbalanced Data in Ecological and Biologi
- ISBN
- 9784431555698
- Subject Area
- Mathematics, Medical, Social Science
- Publication Name
- Statistical Methods for Imbalanced Data in Ecology and Biology
- Publisher
- Springer Japan
- Item Length
- 9.3 in
- Subject
- Biostatistics, Probability & Statistics / General, General, Statistics
- Publication Year
- 2019
- Series
- Springerbriefs in Statistics Ser.
- Type
- Textbook
- Format
- Trade Paperback
- Language
- English
- Item Weight
- 16 Oz
- Item Width
- 6.1 in
- Number of Pages
- VIII, 59 Pages
About this product
Product Information
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.
Product Identifiers
Publisher
Springer Japan
ISBN-10
4431555692
ISBN-13
9784431555698
eBay Product ID (ePID)
210289904
Product Key Features
Number of Pages
VIII, 59 Pages
Language
English
Publication Name
Statistical Methods for Imbalanced Data in Ecology and Biology
Publication Year
2019
Subject
Biostatistics, Probability & Statistics / General, General, Statistics
Type
Textbook
Subject Area
Mathematics, Medical, Social Science
Series
Springerbriefs in Statistics Ser.
Format
Trade Paperback
Dimensions
Item Weight
16 Oz
Item Length
9.3 in
Item Width
6.1 in
Additional Product Features
Intended Audience
Scholarly & Professional
Number of Volumes
1 Vol.
Illustrated
Yes
Lc Classification Number
Qh323.5
Table of Content
1. Imbalance Data.- 2. Weighted Logistic Regression.- 3. Beta-Maxent.- 4. Generalized-t Statistic.- 5. Machine Learning Methods for Imbalance Data.
Copyright Date
2019
Item description from the seller
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eBay item number:395142271655
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