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Welcome to my page

  • šŸ”­ Iā€™m currently a full professor with the School of Mathematics and Statistics at Beijing Jiaotong University.
  • šŸ“§ How to reach me: [email protected]
  • šŸ  Find more about me: https://shenglongzhou.github.io/
  • šŸŒ± My research interests include the theory and methods for optimization in the area of 0/1 loss, sparse, bilevel, EDM, and machine learning-related optimization.

Shenglong Zhou's Projects

admm icon admm

This Matlab package solves the sparse and low-rank covariance matrix estimation.

bolib icon bolib

Bilevel optimization library of test problems

cspack icon cspack

This package offers 5 solvers for compressive sensing problems

fedadmm icon fedadmm

This Matlab package solves federated learning problems via inexact ADMM

fedepm icon fedepm

This Matlab package solves federated learning problems via exact penalty method

fedgia icon fedgia

This Matlab package solves federated learning problems via gradient descent and inexact ADMM

gpnp icon gpnp

This Matlab package solves the sparsity-constrained optimization problems including (quadratic) compressive sensing.

gpsp icon gpsp

This Matlab package solves the one-bit compressed sensing.

htpcp icon htpcp

This Matlab package solves the sparse LCPs.

iceadmm icon iceadmm

This Matlab package solves the linear regression and logistic regression in a distributed fashion.

iiht icon iiht

This Matlab solver solves the sparsity-constrained optimization problems including compressive sensing, logistic regression, linear complementarity problems and so on.

mirl1 icon mirl1

This Matlab package solves the weighted l1 minimizations for compressed sensing problems.

nhtp icon nhtp

This Matlab package solves the sparsity-constrained optimization problems including compressive sensing, logistic regression, linear complementarity problems and so on.

nl0r icon nl0r

This Matlab package solves the L_0-regularized sparse optimization problems including compressive sensing, logistic regression, linear complementarity problems and so on.

nm01 icon nm01

This Matlab package solves 0/1-loss regularized optimization problems including support vector machine and one-bit compressive sensing.

nslr icon nslr

Newton method for sparse logistic regression

nssvm icon nssvm

This Matlab package solves the support vector machines for the purpose of reducing the sample data so as to significantly fasten the computational speed.

preeedm icon preeedm

The Matlab package solves the EDM optimization problems including sensor network localization and molecular conformation.

psnp icon psnp

This Matlab package solves the Lq(0<=q<1) norm regularized optimization problems including compressive sensing and support vector machine..

snsco icon snsco

This Matlab package solves sample average approximation for chance constrained programming based on the $0/1$ constrained optimization

sqredm icon sqredm

The Matlab package solves the EDM optimization problems including sensor network localization and molecular conformation.

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