A second-order cone program (SOCP) is a convex optimization problem of the form minimize subject to where the problem parameters are , and . Here isâ€¦Â (More)

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2016

2016

- Bruno F. LourenÃ§o, Masakazu Muramatsu, Takashi Tsuchiya
- Optimization Letters
- 2016

The objective of this work is to study weak infeasibility in second order cone programming. For this purpose, we consider aâ€¦Â (More)

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2013

2013

- Eric Chu, Neal Parikh, Alexander Domahidi, Stephen Boyd
- 2013 European Control Conference (ECC)
- 2013

This paper describes a framework for generating easily verifiable code to solve convex optimization problems in embeddedâ€¦Â (More)

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Highly Cited

2006

Highly Cited

2006

- Pannagadatta K. Shivaswamy, Chiranjib Bhattacharyya, Alexander J. Smola
- Journal of Machine Learning Research
- 2006

We propose a novel second order cone programming formulation for designing robust classifiers which can handle uncertainty inâ€¦Â (More)

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2006

2006

- M. Pawan Kumar, Philip H. S. Torr, Andrew Zisserman
- 2006 IEEE Computer Society Conference on Computerâ€¦
- 2006

This paper presents a generic method for solvingMarkov random fields (MRF) by formulating the problem of MAP estimation as 0-1â€¦Â (More)

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2006

2006

- I. Wai-Hung Tsang, J. Tin-Yau Kwok
- IEEE Transactions on Neural Networks
- 2006

The kernel function plays a central role in kernel methods. Most existing methods can only adapt the kernel parameters or theâ€¦Â (More)

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Highly Cited

2005

Highly Cited

2005

- Donald Goldfarb, Wotao Yin
- SIAM J. Scientific Computing
- 2005

In this paper we present optimization algorithms for image restoration based on the total variation (TV) minimization frameworkâ€¦Â (More)

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2004

2004

We propose a convex optimization based strategy to deal with uncertainty in the observations of a classification problem. Weâ€¦Â (More)

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2002

2002

- Maria Pesavento, A B Gershman, Zhi-Quan Luo
- IEEE Signal Processing Letters
- 2002

We study Friedlander's (1993) array interpolation technique, whose main shortcoming in multisource scenarios is that it does notâ€¦Â (More)

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Highly Cited

2000

Highly Cited

2000

A disadvantage of the SDP (semidefinite programming) relaxation method for quadratic and/or combinatorial optimization problemsâ€¦Â (More)

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1998

1998

- Robert J. Vanderbei, Hande Yurttan
- 1998

Many nonlinear optimization problems can be cast as second-order cone programming problems. In this paper, we discuss a broadâ€¦Â (More)

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