© Timothy Masters 2018
Timothy MastersAssessing and Improving Prediction and Classificationhttps://doi.org/10.1007/978-1-4842-3336-8_8

8. Gating Methods

Timothy Masters1 
(1)
Ithaca, New York, USA
 
  • Preordained Specialization

  • After-the-Fact Specialization

  • General Regression Gating

A gating method, as defined in this text, refers to an overseer that uses one or more gate variable s to weight the opinions of two or more models in order to obtain an opinion superior to what could be obtained from a single model. These models may be numeric predictors or classifiers. What distinguishes the techniques of this chapter from the model combination methods described in prior chapters is that a gated combiner requires the use of a dedicated variable or variables ...

Get Assessing and Improving Prediction and Classification: Theory and Algorithms in C++ now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.