Search Results for author: Andrew Butler

Found 4 papers, 2 papers with code

Integrating prediction in mean-variance portfolio optimization

no code implementations18 Feb 2021 Andrew Butler, Roy H. Kwon

Prediction models are traditionally optimized independently from their use in the asset allocation decision-making process.

Decision Making Portfolio Optimization +2

Efficient differentiable quadratic programming layers: an ADMM approach

no code implementations14 Dec 2021 Andrew Butler, Roy Kwon

Recent advances in neural-network architecture allow for seamless integration of convex optimization problems as differentiable layers in an end-to-end trainable neural network.

Portfolio Optimization

Gradient boosting for convex cone predict and optimize problems

1 code implementation14 Apr 2022 Andrew Butler, Roy H. Kwon

Prediction models are typically optimized independently from decision optimization.

SCQPTH: an efficient differentiable splitting method for convex quadratic programming

1 code implementation16 Aug 2023 Andrew Butler

We present SCQPTH: a differentiable first-order splitting method for convex quadratic programs.

Computational Efficiency

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