24 releases (breaking)

new 0.18.1 Apr 10, 2024
0.17.0 Apr 4, 2024
0.16.0 Mar 7, 2024
0.14.0 Dec 13, 2023
0.4.0 Jul 9, 2022

#273 in Machine learning

Download history 13/week @ 2024-01-26 18/week @ 2024-02-02 31/week @ 2024-02-09 125/week @ 2024-02-16 102/week @ 2024-02-23 162/week @ 2024-03-01 100/week @ 2024-03-08 51/week @ 2024-03-15 13/week @ 2024-03-22 121/week @ 2024-03-29 310/week @ 2024-04-05

511 downloads per month
Used in 3 crates

Apache-2.0

195KB
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

~13–25MB
~427K SLoC