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community

Overview page. Subjects: Social Sciences — Arts and Humanities.

Many sociological and anthropological definitions exist, but most tend to privilege some combination of small-scale, relative boundedness, strong affective ties, traditionalism, and...

See overview in Oxford Index

A Taxonomy for Semi-Supervised Learning Methods

Seeger Matthias.

in Semi-Supervised Learning

September 2006; p ublished online August 2013 .

Chapter. Subjects: Artificial Intelligence. 8773 words.

This chapter proposes a simple taxonomy of probabilistic graphical models for the semi-supervised learning (SSL) problem. It provides some broad classes of algorithms for each of the...

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Dataset Shift in Machine Learning

Edited by Joaquin Quiñonero-Candela, Masashi Sugiyama, Anton Schwaighofer and Neil D. Lawrence.

December 2008; p ublished online August 2013 .

Book. Subjects: Artificial Intelligence. 248 pages.

Dataset shift is a common problem in predictive modeling that occurs when the joint distribution of inputs and outputs differs between training and test stages. Covariate shift, a...

Go to The MIT Press »  abstract