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  1. sparse-precision-matrix-estimation sparse-precision-matrix-estimation Public

    Sparse precision matrix estimation via lasso/SCAD penalized D-trace loss + locally linear approximation

    Python 5 2

  2. LASSO-SCAD LASSO-SCAD Public

    Local Linear Approximation (LLA) + Iterative Shrinking Threshold Algorithm (ISTA/FISTA) to optimize LASSO + smoothly clipped absolute deviation (SCAD) penalty

    Python 5 3

  3. HUBER-RILS HUBER-RILS Public

    Huber Loss w/ Reweighted Iterative Least Squares for robust covariance estimation

    Python 1

  4. netflix_als netflix_als Public

    Alternating least squares for regularized collaborative filtering

    Python 7 3

  5. null-space-rayleigh-quotient-iteration null-space-rayleigh-quotient-iteration Public

    Efficient implementation of a null-space Rayleigh Quotient Iteration in Jax with sparse matrices. Works on the GPU!

    Python 2 2

  6. simultaneous-graph-clustering-and-layout simultaneous-graph-clustering-and-layout Public

    FISTA for simultaneous graph clustering and layout

    Jupyter Notebook