adelie

A fast, flexible package for group elastic net.

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jamesyang916

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Project description

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Adelie is a fast and flexible Python package for solving lasso, elastic net, group lasso, and group elastic net problems.

Installation: https://jamesyang007.github.io/adelie/notebooks/installation.html
Documentation: https://jamesyang007.github.io/adelie
Source code: https://github.com/JamesYang007/adelie
Issue Tracker: https://github.com/JamesYang007/adelie/issues

It offers a general purpose group elastic net solver, a wide range of matrix classes that can exploit special structure to allow large-scale inputs, and an assortment of generalized linear model (GLM) classes for fitting various types of data. These matrix and GLM classes can be extended by the user for added flexibility. Many inner routines such as matrix-vector products and gradient, hessian, and loss of GLM functions have been heavily optimized and parallelized. Algorithmic optimizations such as the pivot rule for screening variables and the proximal Newton method have been carefully tuned for convergence and numerical stability.

Project details

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jamesyang916

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Release history Release notifications | RSS feed

This version

1.1.49

Oct 22, 2024

1.1.48

Oct 21, 2024

1.1.47

Oct 19, 2024

1.1.46

Jul 22, 2024

1.1.45

Jul 1, 2024

1.1.44

Jun 27, 2024

1.1.43

Jun 20, 2024

1.1.42

Jun 20, 2024

1.1.41

Jun 20, 2024

1.1.40

Jun 18, 2024

1.1.39

Jun 17, 2024

1.1.38

Jun 14, 2024

1.1.37

Jun 13, 2024

1.1.36

Jun 13, 2024

1.1.34

May 26, 2024

1.1.33

May 26, 2024

1.1.32

May 23, 2024

1.1.31

May 7, 2024

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