The smallest singular value of a random rectangular matrix

Mathematics – Probability

Scientific paper

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33 pages. A few misprints corrected

Scientific paper

We prove an optimal estimate on the smallest singular value of a random
subgaussian matrix, valid for all fixed dimensions. For an N by n matrix A with
independent and identically distributed subgaussian entries, the smallest
singular value of A is at least of the order \sqrt{N} - \sqrt{n-1} with high
probability. A sharp estimate on the probability is also obtained.

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