36 releases (breaking)

new 0.27.0 Mar 13, 2025
0.25.2 Feb 6, 2025
0.25.0 Dec 19, 2024
0.24.0 Nov 12, 2024
0.4.0 Jul 9, 2022

#1026 in Machine learning

Download history 30/week @ 2024-11-14 15/week @ 2024-11-21 8/week @ 2024-11-28 14/week @ 2024-12-05 10/week @ 2024-12-12 125/week @ 2024-12-19 4/week @ 2024-12-26 149/week @ 2025-01-02 11/week @ 2025-01-09 3/week @ 2025-01-16 1/week @ 2025-01-30 169/week @ 2025-02-06 178/week @ 2025-02-13 8/week @ 2025-02-20 28/week @ 2025-02-27

384 downloads per month
Used in 3 crates

Apache-2.0

210KB
4K 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
~481K SLoC