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A Note on Information-theoretic Bounds on Matrix Completion under Union of Subspaces Model
Conference proceeding

A Note on Information-theoretic Bounds on Matrix Completion under Union of Subspaces Model

Vaneet Aggarwal, Shuchin Aeron and IEEE
2016 54TH ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING (ALLERTON), pp.281-283
Annual Allerton Conference on Communication Control and Computing
01/01/2016

Abstract

Automation & Control Systems Computer Science Computer Science, Theory & Methods Science & Technology Technology Telecommunications
In this short paper, we extend some of the recent results on matrix completion under the assumption that the columns of the matrix can be grouped (clustered) into subspaces (not necessarily disjoint or independent). This model deviates from the typical assumption prevalent in the literature dealing with compression and recovery for big-data applications. The results have a direct bearing on the problem of subspace clustering under missing or incomplete information.

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