Log-Linear Models, Extensions, and Applications

Book Overview

Advances in training models with log-linear structures, with topics including variable selection, the geometry of neural nets, and applications.

Log-linear models play a key role in modern big data and machine learning applications. From simple binary classification models through partition functions, conditional random fields, and neural nets, log-linear structure is closely related to performance in certain applications and influences...

• Format: Paperback
• Language: English
• ISBN: 0262553465
• ISBN13: 9780262553469
• Release Date: December 2024
• Publisher: MIT Press
• Length: 214 Pages
• Weight: 1.29 lbs.
• Dimensions: 0.6" x 8.0" x 10.0"