Search Results for author: Eric Kernfeld

Found 3 papers, 0 papers with code

Multilinear Subspace Clustering

no code implementations21 Dec 2015 Eric Kernfeld, Nathan Majumder, Shuchin Aeron, Misha Kilmer

In this paper we present a new model and an algorithm for unsupervised clustering of 2-D data such as images.

Clustering

Group-Invariant Subspace Clustering

no code implementations15 Oct 2015 Shuchin Aeron, Eric Kernfeld

In this paper we consider the problem of group invariant subspace clustering where the data is assumed to come from a union of group-invariant subspaces of a vector space, i. e. subspaces which are invariant with respect to action of a given group.

Clustering

Clustering multi-way data: a novel algebraic approach

no code implementations22 Dec 2014 Eric Kernfeld, Shuchin Aeron, Misha Kilmer

In this paper, we develop a method for unsupervised clustering of two-way (matrix) data by combining two recent innovations from different fields: the Sparse Subspace Clustering (SSC) algorithm [10], which groups points coming from a union of subspaces into their respective subspaces, and the t-product [18], which was introduced to provide a matrix-like multiplication for third order tensors.

Clustering Image Clustering

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