Statistical Methods for Imbalanced Data in Ecological and Biological Studies

• Κύριοι συγγραφείς: Komori, Osamu (Συγγραφέας, http://id.loc.gov/vocabulary/relators/aut), Eguchi, Shinto (http://id.loc.gov/vocabulary/relators/aut)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Tokyo : Springer Japan : Imprint: Springer, 2019.
• Έκδοση: 1st ed. 2019.
• Σειρά: JSS Research Series in Statistics,
• Θέματα: Statistics .; Biostatistics.; Statistics for Life Sciences, Medicine, Health Sciences.; Statistical Theory and Methods.; Statistics for Social Sciences, Humanities, Law.

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 t...

Πίνακας περιεχομένων:

• 1. Imbalance Data
• 2. Weighted Logistic Regression
• 3. Beta-Maxent
• 4. Generalized-t Statistic
• 5. Machine Learning Methods for Imbalance Data.