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Alternate minimization of matrices and problems in number theory Nathanson, Melvyn
Description
An $n\times n$ matrix $S = \bmat s_{i,j} \emat$ with nonnegative coordinates is \emph{doubly stochastic} if all of its row and column sums are equal to 1, that is, if \[ \rowsum_i(S) = \sum_{j=1}^n s_{i,j} = 1 \qquad\text{for $i= 1,\ldots, n$} \] and \[ \colsum_j(S) = \sum_{i=1}^n s_{i,j} = 1 \qquad\text{for $j = 1,\ldots, n$.} \] Let $A = \bmat a_{i,j} \emat$ be an $n\times n$ matrix with positive coordinates. The alternate minimization algorithm of Sinkhorn-Knopp constructs sequences $(X_k)_{k=1}^{\infty}$ and $(Y_k)_{k=1}^{\infty}$ of positive diagonal matrices such that the limit matrix \[ S = \lim_{k\rightarrow \infty} X_k A Y_k \] exists and is doubly stochastic. The matrix $S$ is called the \emph{Sinkhorn-Knopp limit} of $A$. The attempt to compute explicit Sinkhorn-Knopp limits leads to problems involving Gr\" obner bases and algebraic number theory. In special cases we obtain sequences of rational numbers that converge rapidly to cubic irrationalities.
Item Metadata
Title |
Alternate minimization of matrices and problems in number theory
|
Creator | |
Publisher |
Banff International Research Station for Mathematical Innovation and Discovery
|
Date Issued |
2019-11-14T09:50
|
Description |
An $n\times n$ matrix $S = \bmat s_{i,j} \emat$ with nonnegative coordinates is \emph{doubly stochastic}
if all of its row and column sums are equal to 1, that is, if
\[
\rowsum_i(S) = \sum_{j=1}^n s_{i,j} = 1 \qquad\text{for $i= 1,\ldots, n$}
\]
and
\[
\colsum_j(S) = \sum_{i=1}^n s_{i,j} = 1 \qquad\text{for $j = 1,\ldots, n$.}
\]
Let $A = \bmat a_{i,j} \emat$ be an $n\times n$ matrix with positive coordinates.
The alternate minimization algorithm of Sinkhorn-Knopp constructs sequences $(X_k)_{k=1}^{\infty}$
and $(Y_k)_{k=1}^{\infty}$ of positive diagonal matrices such that the limit matrix
\[
S = \lim_{k\rightarrow \infty} X_k A Y_k
\]
exists and is doubly stochastic. The matrix $S$ is called the \emph{Sinkhorn-Knopp limit} of $A$.
The attempt to compute explicit Sinkhorn-Knopp limits
leads to problems involving Gr\" obner bases and algebraic number theory.
In special cases we obtain sequences of rational numbers that converge rapidly to cubic irrationalities.
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Extent |
45.0 minutes
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Subject | |
Type | |
File Format |
video/mp4
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Language |
eng
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Notes |
Author affiliation: Lehman College CUNY
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Series | |
Date Available |
2020-05-13
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
|
DOI |
10.14288/1.0390467
|
URI | |
Affiliation | |
Peer Review Status |
Unreviewed
|
Scholarly Level |
Faculty
|
Rights URI | |
Aggregated Source Repository |
DSpace
|
Item Media
Item Citations and Data
Rights
Attribution-NonCommercial-NoDerivatives 4.0 International