Math 2.0

Linear and multilinear algebra; matrix theory Definition

Totally positive matrix

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Definition

Let AA be an m×nm \times n matrix with real entries. The matrix AA is totally positive when every minor of AA is positive. That is, for all 1≤k≤min⁡(m,n)1 \le k \le \min(m, n), all rows i1<⋯<iki_1 < \cdots < i_k and all columns j1<⋯<jkj_1 < \cdots < j_k, the k×kk \times k submatrix on these rows and columns has positive determinant.

Remarks

Example: (1112)\begin{pmatrix} 1 & 1 \\ 1 & 2 \end{pmatrix} is totally positive: its 1×11 \times 1 minors 1,1,1,21, 1, 1, 2 are positive, and its only 2×22 \times 2 minor is 2−1=1>02 - 1 = 1 > 0. Non-example: (1221)\begin{pmatrix} 1 & 2 \\ 2 & 1 \end{pmatrix} is not totally positive: all entries are positive, but the determinant is 1−4=−31 - 4 = -3. The matrix is totally nonnegative when every minor is nonnegative. Some authors use "totally positive" for this weaker condition and "strictly totally positive" for the condition above. The Vandermonde matrix of real numbers 0<x1<⋯<xn0 < x_1 < \cdots < x_n is totally positive.

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Further reading

  1. Web https://en.wikipedia.org/wiki/Totally_positive_matrix
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DefinesTotally positive matrix
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Changed2 November 2026

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