13th International Conference on Artificial Intelligence and Statistics (AISTATS), Sardinia 2010

Function class complexity and cluster structure with applications to transduction

author: Guy Lever, Department of Computer Science, University College London
published: June 3, 2010, recorded: May 2010, views: 3350

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Description

We relate function class complexity to structure in the function domain. This facilitates risk analysis relative to cluster structure in the input space which is particularly effective in semi-supervised learning. In particular we quantify the complexity of function classes defined over a graph in terms of the graph structure.

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