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LIBSVM-OCaml - LIBSVM Bindings for OCaml


LIBSVM-OCaml is an OCaml library with bindings to the LIBSVM library, which is a library for Support Vector Machines. Support Vector Machines are used to create supervised learning models for classification and regression problems in machine learning.

Installation

From OPAM

$ opam install libsvm

From Source

$ make
$ make install

Usage

Documentation

The API-documentation of this distribution can be built with make doc. It can also be found online.

Examples

This simple program solves the famous XOR-problem:

open Lacaml.D
open Libsvm

let () =
  let x = Mat.of_array
    [|
      [| 0.; 0. |];
      [| 0.; 1. |];
      [| 1.; 0. |];
      [| 1.; 1. |];
    |]
  in
  let targets = Vec.of_array [| 0.; 1.; 1.; 0. |] in
  let problem = Svm.Problem.create ~x ~y:targets in
  let model = Svm.train ~kernel:`RBF problem in
  let y = Svm.predict model ~x in
  for i = 1 to 4 do
    Printf.printf "(%1.0f, %1.0f) -> %1.0f\n" x.{i,1} x.{i,2} y.{i}
  done

For more examples please refer to the examples- or test-directory of this distribution.

Credits

  • Dominik Brugger wrote the initial release (0.1) of this library.

Contact Information

In case of bugs, feature requests and similar, please contact: