ndarray-stats

This crate provides statistical methods for ndarray's ArrayBase type.

Currently available routines include:

• order statistics (minimum, maximum, median, quantiles, etc.);
• summary statistics (mean, skewness, kurtosis, central moments, etc.)
• partitioning;
• correlation analysis (covariance, pearson correlation);
• measures from information theory (entropy, KL divergence, etc.);
• histogram computation.

See the documentation for more information.

Please feel free to contribute new functionality! A roadmap can be found here.

Using with Cargo

[dependencies]
ndarray = "0.12.1"
ndarray-stats = "0.2"

Releases

• 0.2.0

  • New functionality:
    • Summary statistics:
      • Harmonic mean
      • Geometric mean
      • Central moments
      • Kurtosis
      • Skewness
    • Information theory:
      • Entropy
      • Cross-entropy
      • Kullback-Leibler divergence
    • Quantiles and order statistics:
      • argmin / argmin_skipnan
      • argmax / argmax_skipnan
      • Optimized bulk quantile computation (quantiles_mut, quantiles_axis_mut)
  • Fixes:
    • Reduced occurrences of overflow for interpolate::midpoint
  • Improvements / breaking changes:
    • Redesigned error handling across the whole crate, standardising on Result
    • All ndarray-stats' extension traits are now impossible to implement by users of the library (see #34)

  Contributors: @jturner314, @LukeMathWalker, @phungleson, @munckymagik

• 0.1.0

  • Initial release by @LukeMathWalker and @jturner314.

Contributing

Please feel free to create issues and submit PRs.

License

Copyright 2018 ndarray-stats developers

Licensed under the Apache License, Version 2.0, or the MIT license, at your option. You may not use this project except in compliance with those terms.