no code implementations • 21 Dec 2018 • Maryam Jaberi, Marianna Pensky, Hassan Foroosh
One of the main approaches that is explored in the literature to tackle the problems of size and dimensionality is sampling subsets of the data in order to estimate the characteristics of the whole population, e. g. estimating the underlying clusters or structures in the data.
no code implementations • 28 Aug 2018 • Maryam Jaberi, Marianna Pensky, Hassan Foroosh
(ii) We demonstrate that delayed association is better suited for clustering subspaces that have ambiguities, i. e. when subspaces intersect or data are contaminated with outliers/noise.
no code implementations • CVPR 2015 • Maryam Jaberi, Marianna Pensky, Hassan Foroosh
We study the simultaneous detection of multiple structures in the presence of overwhelming number of outliers in a large population of points.