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Approximate Leave-One-Out Cross Validation

This repository contains packages which implement the approximate leave-one-out cross validation strategy for common regressors in an efficient way. For reference and specific formula, see:

Approximate Leave-One-Out for High-Dimensional Non-Differentiable Learning Problems: Shuaiwen Wang, Wenda Zhou, Arian Maleki, Haiho Lu, Vahab Mirrokni.

The core code is written in C, and is integrated into different languages using their respective packaging systems.

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  • C++ 85.1%
  • R 5.7%
  • Python 4.8%
  • C 4.0%
  • CMake 0.3%
  • MATLAB 0.1%