Tighter Bounds for Structured Estimation

no code implementations • NeurIPS 2008 • Olivier Chapelle, Chuong B. Do, Choon H. Teo, Quoc V. Le, Alex J. Smola

Large-margin structured estimation methods work by minimizing a convex upper bound of loss functions.

Binary Classification General Classification +1

Efficient multiple hyperparameter learning for log-linear models

no code implementations • NeurIPS 2007 • Chuan-Sheng Foo, Chuong B. Do, Andrew Y. Ng

Using multiple regularization hyperparameters is an effective method for managing model complexity in problems where input features have varying amounts of noise.

Structured Prediction