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Power iteration

Known as: Power method 
In mathematics, the power iteration is an eigenvalue algorithm: given a matrix , the algorithm will produce a number , which is the greatest (in… 
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Papers overview

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Highly Cited
2016
Highly Cited
2016
We estimate $n$ phases (angles) from noisy pairwise relative phase measurements. The task is modeled as a nonconvex least-squares… 
Highly Cited
2014
Highly Cited
2014
We propose a new provable method for robust PCA, where the task is to recover a low-rank matrix, which is corrupted with sparse… 
Highly Cited
2011
Highly Cited
2011
We introduce a new class of nonnegative tensors-strictly nonnegative tensors. A weakly irreducible nonnegative tensor is a… 
Highly Cited
2010
Highly Cited
2010
We present a simple and scalable graph clustering method called power iteration clustering (PIC). PIC finds a very low… 
Highly Cited
2009
Highly Cited
2009
This paper addresses the problem of establishing correspondences between two sets of visual features using higher-order… 
Highly Cited
2009
Highly Cited
2009
Introduction The Power Method Transformation Univariate Theory Third-Order Systems Fifth-Order Systems Mathematica(R) Functions… 
Highly Cited
2008
Highly Cited
2008
We propose a joint representation and classification framework that achieves the dual goal of finding the most discriminative… 
Highly Cited
2003
Highly Cited
2003
Spectral clustering refers to a class of techniques which rely on the eigen-structure of a similarity matrix to partition points… 
Highly Cited
2003
Highly Cited
2003
Pls regression is a recent technique that generalizes and combines features from principal component analysis and multiple… 
Highly Cited
1999
Highly Cited
1999
We derive a stable technique, based upon matrix pencils, for the reconstruction of (or approximation by) polygonal shapes from…