Titlebook: Statistical Methods for Imbalanced Data in Ecological and Biological Studies; Osamu Komori,Shinto Eguchi Book 2019 The Author(s), under ex

Infinitesimal

Osamu Komori,Shinto Eguchiing experience for pediatricians, hematologists, immunologists, transplant specialists, pulmonologists, as well as PhD and post-graduate researchers around the world..978-3-030-26282-2978-3-030-26280-8

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雄辩

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Spinous-Process

Osamu Komori,Shinto Eguchiuick, reality learning to the reader... The book provides a quick guide and hands-on learning experience for pediatricians, hematologists, immunologists, transplant specialists, pulmonologists, as well as PhD and post-graduate researchers around the world..

Pituitary-Gland

Osamu Komori,Shinto Eguchiuick, reality learning to the reader... The book provides a quick guide and hands-on learning experience for pediatricians, hematologists, immunologists, transplant specialists, pulmonologists, as well as PhD and post-graduate researchers around the world..

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BAIL

Weighted Logistic Regression,n vary according to the explanatory variables, thereby alleviating the imbalance of effective sample sizes between class labels . and .. This model is extended to have a double robust property based on a propensity score, so that it has consistent estimators. We illustrate the utility of both models using the RAM and FAO data from fishery science.

LEVER

Machine Learning Methods for Imbalanced Data,We discuss high-dimensional data analysis in the framework of pattern recognition and machine learning, including single-component analysis and clustering analysis. Several boosting methods for tackling imbalances in sample sizes are investigated.