Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Statistical Methods for Imbalanced Data in Ecological and Biological Studies

Statistical Methods for Imbalanced Data in Ecological and Biological Studies

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9784431555698
Condition
New
Product Description

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.

Available Colors
Available Sizes
1 Offer Price Range: $39.99 - $39.99
BEST PRICE

Single Product Purchase

$39.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$39.99 $39.99

$39.99
See Site In stock Visit Store

Similar Products

Cell Biology and Translational Medicine, Volume 8

$119.00

Disorders of the Hand

$109.99

Cancer Metabolomics

$169.99

Vertrauen, Verfassung und Demokratie

$59.99

berschlagsrechnen in der Grundschule

$69.99

The Montessori Movement in Interwar Europe

$129.99

Junie B, First Grader: Shipwrecked

$3.74

A Practical Guide to Service Learning

$54.99

Applying Reinforcement Learning on Real-World Data with Practical Examples in Python

$44.99

The Massacre of St. Bartholomew

$84.99

Biomedical Composites

$139.99

Cellular Automata and Discrete Complex Systems

$24.99

Characterizations of Inner Product Spaces

$39.99

Innovative Mobile and Internet Services in Ubiquitous Computing

$219.99

Interaction Between Attention and Language Systems in Humans

$54.99

Ketzer, Kreuzzge, Inquisition

$64.99

Oxygen Transport to TissueVI

$84.99

Physics and Chemistry of Transition Metal Oxides

$84.99

Vergleichende Untersuchungen am Schopper-Scheuerprfgert

$59.99

Recent Advances in Soft Computing

$169.99

Lndermarktspezifische Timingstrategien und internationale Wettbewerbsstrategien

$69.99

Field and Service Robotics

$129.00

Fulfillment im Electronic Commerce

$69.99

Finite Elemente in der Baustatik

$49.99

Human Centered Computing

$109.99

The American Southwest and Mesoamerica

$169.99

Principles of Systems Science

$79.99

Das Manisch-Melancholische Irresein

$54.99

Antitumor Antibiotics

$84.99

Koevolution von AIFM- und OGAW-Regime

$99.99

Der Aufsichtsrat im System der Corporate Governance

$89.95

Intelligent Automation and Computer Engineering

$219.99

China Low-Carbon Healthy City, Technology Assessment and Practice

$84.99

Handbuch Krpersoziologie

$109.00

Lehrbuch der Softwaretechnik: Entwurf, Implementierung, Installation und Betrieb

$59.99

Preventing HIV in Developing Countries

$169.00

Linksextremismus in Deutschland

$59.99

Nonlinear Analysis and Prediction of Time Series in Multiphase Reactors

$54.99

Ko-Spezialisierung in strategischen Netzwerken

$29.99

Microscopy of Semiconducting Materials 2007

$219.99