37 releases (breaking)

0.27.1 Apr 2, 2025
0.27.0 Mar 13, 2025
0.26.0 Feb 14, 2025
0.25.0 Dec 19, 2024
0.4.0 Jul 9, 2022

#1110 in Machine learning

Download history 126/week @ 2024-12-18 151/week @ 2025-01-01 13/week @ 2025-01-08 3/week @ 2025-01-15 169/week @ 2025-02-05 178/week @ 2025-02-12 7/week @ 2025-02-19 30/week @ 2025-02-26 150/week @ 2025-03-12 15/week @ 2025-03-19 2/week @ 2025-03-26 159/week @ 2025-04-02

326 downloads per month
Used in 3 crates

Apache-2.0

210KB
4.5K SLoC

Gaussian processes

crates.io docs

egobox-gp provides a Rust implementation of gaussian process regression. It is a Rust port of some kriging algorithms of the SMT Python library.

The big picture

egobox-gp is a library crate in the top-level package egobox.

Current state

egobox-gp currently provides a Gaussian Process implementation with the following features:

  • Regression model choice: constant, linear or quadratic
  • Correlation model (kernel) choice: squared exponential, absolute exponential, matern 3/2, matern 5/2
  • Handling of high dimensional problem using PLS (linfa-pls)

Examples

There is an usage example in the examples/ directory. To run, use:

$ cargo run --release --example kriging

License

Licensed under the Apache License, Version 2.0 http://www.apache.org/licenses/LICENSE-2.0

Dependencies

~14–33MB
~480K SLoC