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Qknn_algo

The Qknn algorithm is an algorithm presented in MkV_control_problem, and based on local regression (k-nearest neighbors) and quantization theory, to solve control problems.

In this repertory, some implementations of Qknn are available to solve some of the stochastic control problems proposed in MkV_control_problem. The grids for the quantization of the normal distribution are available in http://www.quantize.maths-fi.com/

  • SystemicRiskSmoothc.jl is the code, written in Julia, using quantization and k-nearest neighbors to solve a Systemic Risk problem proposed in MkV_control_problem.
  • portfolioLiquidation_github.jl is the code, written in Julia, using quantization and k-nearest neighbors to solve a portfolio liquidation problem proposed in MkV_control_problem.

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Some codes used for the numerical examples proposed in https://arxiv.org/abs/1803.00445

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