Patent ID: 7890445
Filing Date: 2011-02-15
Classification: G06F,G06K,G16B

Abstract:
1. A computer implemented method for clustering data comprising a plurality of letters within text or speech, the method comprising: (a) inputting the data into a computer system having a memory and a processor for executing a clustering algorithm; (b) selecting a clustering algorithm based on a dissimilarity measure between pairs of the letters' principal components; (c) randomly assigning class labels to the letters; (d) defining a plurality of clusters of letters within each labeled class; (e) measuring dissimilarity between each cluster of letters by measuring a residual of a fit of one cluster onto another cluster, wherein the residual fit comprises using a fit that is invariant with respect to affine transformations, wherein the affine transformations comprise a combination of translation, scaling and rotation; (f) reassigning letters to the labeled class with the most similar cluster; (g) repeating steps (d) through (f) until assignment of letters to the labeled classes remains constant; and (h) displaying a graph showing the letters clustered into the labeled classes.