Softwares and data

  1. SDPT3: a MATLAB software for semidefinite-quadratic-linear programming.
  2. SDPNALplus: a MATLAB software for semidefinite programming with bound constraints.
    A collection of standard form SDP instances in SDPT3 format is also available.
  3. QSDPNAL: a MATLAB software for quadratic semidefinite programming.
  4. SuiteLasso: a MATLAB software for lasso regularized linear least squares problems based on a semismooth Newton augmented Lagrangian method.
  5. ConvexClustering: a MATLAB software for convex clustering.
  6. DWDLarge: a MATLAB software for large scale distance weighted discrimination problems.
  7. NNLS: a MATLAB software for nuclear norm regularized least squares problems based on an accelerated proximal gradient method.
  8. BBCPOP: a MATLAB software for A Sparse Doubly Nonnegative Relaxation of Polynomial Optimization Problems with Binary, Box and Complementarity Constraints.
  9. Square-root-PMM: a MATLAB software for square-root-loss regression problems. 
  10. Real test data used in the paper: Lu Li and K.C. Toh An inexact interior point method for L1-regularized sparse covariance selection, Mathematical Programming Computation, 2 (2010), pp. 291–315.