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A Fast Method to Predict the Labeling of a Tree

A Fast Method to Predict the Labeling of a Tree

This video was recorded at European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Warsaw 2007. Given an n vertex weighted tree with (structural) diameter SG and a set of ` vertices we give a method to compute the corresponding `×` Gram matrix of the pseudoinverse of the graph Laplacian in O(n + `2SG) time. We discuss the application of this method to predicting the labeling of a graph. Preliminary experimental results on a digit classification task are given.

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