Software Features

• 1. Various Iterative-Algorithms Support
  • 1.1. Implemented Solvers
    • 1.1.1. The details of ForwardSolver and OMPSolver
  • 1.2. Reference
• 2. Variants of Sparsity-Constraint Optimization
  • 2.1. Group-structured parameters
  • 2.2. Preselected Non-sparse Parameters
  • 2.3. Layers
  • 2.4. Flexible Optimization Interface
  • 2.5. Reference
• 3. Features for Data Science
  • 3.1. Data-dependence Objective Function
  • 3.2. Optimal Support Size Searching
    • 3.2.1. Information Criterion
    • 3.2.2. Cross Validation
  • 3.3. Reference
• 4. Computational Tips
  • 4.1. Just In Time Compilation
  • 4.2. Support GPU device
  • 4.3. Support Sparse Matrices