https://github.com/neysofu/tyche

Statistics utilities for the JVM - in Scala!
https://github.com/neysofu/tyche

functional-programming probability-calculator probability-distribution statistics

Last synced: 18 days ago
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Statistics utilities for the JVM - in Scala!

• Host: GitHub
• URL: https://github.com/neysofu/tyche
• Owner: neysofu
• License: mit
• Created: 2016-10-19T00:29:50.000Z (about 8 years ago)
• Default Branch: master
• Last Pushed: 2017-11-13T16:21:20.000Z (about 7 years ago)
• Last Synced: 2024-11-29T17:51:58.385Z (24 days ago)
• Topics: functional-programming, probability-calculator, probability-distribution, statistics
• Language: Scala
• Homepage: https://neysofu.github.io/tyche
• Size: 1.07 MB
• Stars: 92
• Watchers: 9
• Forks: 4
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Tyche ![build](https://travis-ci.org/neysofu/tyche.svg?branch=master) ![scala version](https://img.shields.io/badge/scala-2.12.0-blue.svg)

Tyche is a small and robust statistical library for the JVM. Many JVM-hosted numerical libraries offer similar functionalities, but they seem to be unnecessarily bloated and they fail to provide straightforward APIs. Instead, Tyche is built from the ground up in accordance to good design principles.

- Discrete & Continuous distributions.

- Foolproof analysis tools.

- Markov chains and lattice walks.

- Simple Random Sampling (SRS) support.

- Extensive documentation and good test coverage.

The library is written in Scala 2.12.0 and was tested last with sbt 0.13.13.

Behold, the power of Tyche:

```scala

// In a country in which people only want boys every family continues to

// have children until they have a boy. If they have a girl, they have

// another child. If they have a boy, they stop. What is the average

// amount of kids per family?

sealed trait Child

object Boy extends Child

object Girl extends Child

val family = tyche.DiscreteDistribution.uniform(Boy, Girl)

  .until(_ contains Boy)

  .map(_.size)

println(family.mean) // ~ 2.0

```

## Setup

Tyche is published to *Maven Central*, so you just need to paste this line in you build configuration file:

	libraryDependencies += "com.github.neysofu" %% "tyche" % "0.4.3"

## How to contribute

Feedback and suggestions are very welcome! I invite you to check for open [issues](https://github.com/neysofu/tyche/issues) or open a fresh one to discuss around a bug or a feature idea. Please drop me a line at `[email protected]` if you wish you contact me.

Bonus points if you submit code!

1. Branch off from **master** and start making your changes.

2. Write a test which shows that the code works as expected.

3. Please, please write some documentation. One or two lines per entity are enough.

4. Send a pull request.

## Alternatives

Be sure to check out some great alternatives:

- [Apache Spark](http://spark.apache.org/docs/latest/mllib-statistics.html)

- [Breeze](https://github.com/scalanlp/breeze)

- [probability-monad](https://github.com/jliszka/probability-monad)