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Documentation #1

Description

@klamike
  • Basic usage (Basic docs + API #8)
  • Markowitz example
  • Economic dispatch example
  • Math background (Basic docs + API #8)
    • Generic
    • Bounded
    • ConvexQP
    • Projections
    • Notation
    • Formulation with explicit parameters
    • Fix gradient explanation to consider quadratic objective
    • Check if quadratic notation needs 1/2 in front of x'Qx
    • Fix missing objective constant term in dual of completion problems (e.g. $-b^\top y$)
  • Advanced usage
    • Custom decompositions
    • Custom projections
    • DCP example
  • Rename to DualLagrangianLearning.jl

DLL: https://arxiv.org/pdf/2402.03086
DCP: https://arxiv.org/pdf/2310.02969
S3L: https://arxiv.org/pdf/2402.02596

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