In mathematics, the power iteration is an eigenvalue algorithm: given a matrix , the algorithm will produce a number , which is the greatest (inâ€¦Â (More)

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2018

2018

- Christopher De Sa, Bryan D. He, Ioannis Mitliagkas, Christopher RÃ©, Peng Xu
- AISTATS
- 2018

Principal component analysis (PCA) is one of the most powerful tools for analyzing matrices in machine learning. In this paperâ€¦Â (More)

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2016

2016

- Xinchu Shi, Haibin Ling, Weiming Hu, Junliang Xing, Yanning Zhang
- 2016 IEEE Conference on Computer Vision andâ€¦
- 2016

Due to its wide range of applications, matching between two graphs has been extensively studied and remains an active topic. Byâ€¦Â (More)

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2013

Highly Cited

2013

- Xiao-Tong Yuan, Tong Zhang
- Journal of Machine Learning Research
- 2013

This paper considers the sparse eigenvalue problem, which is to extract dominant (largest) sparse eigenvectors with at most k nonâ€¦Â (More)

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2012

2012

- Anh Pham The, Nguyen Duc Thang, La The Vinh, Young-Koo Lee, Sungyoung Lee
- Applied Intelligence
- 2012

Spectral clustering (SC) is currently one of the most popular clustering techniques because of its advantages over conventionalâ€¦Â (More)

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2011

Highly Cited

2011

- Tamara G. Kolda, Jackson Mayo
- SIAM J. Matrix Analysis Applications
- 2011

Recent work on eigenvalues and eigenvectors for tensors of order m â‰¥ 3 has been motivated by applications in blind sourceâ€¦Â (More)

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2010

Highly Cited

2010

- Frank Lin, William W. Cohen
- ICML
- 2010

We present a simple and scalable graph clustering method called power iteration clustering (PIC). PIC finds a very lowâ€¦Â (More)

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2010

Highly Cited

2010

- Michel JournÃ©e, Yurii Nesterov, Peter RichtÃ¡rik, Rodolphe Sepulchre
- Journal of Machine Learning Research
- 2010

In this paper we develop a new approach to sparse principal component analysis (sparse PCA). We propose two single-unit and twoâ€¦Â (More)

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2007

Highly Cited

2007

- Konstantin Avrachenkov, Nelly Litvak, Danil Nemirovsky, Natalia Osipova
- SIAM J. Numerical Analysis
- 2007

PageRank is one of the principle criteria according to which Google ranks Web pages. PageRank can be interpreted as a frequencyâ€¦Â (More)

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2005

Highly Cited

2005

- Roland Badeau, Bertrand David, GaÃ«l Richard
- IEEE Transactions on Signal Processing
- 2005

This paper introduces a fast implementation of the power iteration method for subspace tracking, based on an approximation thatâ€¦Â (More)

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2005

2005

- Seungjin Choi
- ICANN
- 2005

The power iteration is a classical method for computing the eigenvector associated with the largest eigenvalue of a matrix. Theâ€¦Â (More)

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