v0.6.0

Changes

• Added tests to verify results with the original implementation (ivanvoitalov/tail-estimation). Note: The updated version of tail-estimation with the ability to specify random seed has not been published yet.
• The validation tests ensure that tailestim produces identical results to the original implementation when using the same base_seed parameter.

Full Changelog: v0.5.0...v0.6.0

v0.5.0

This version includes breaking changes. Please note that the package is still in development at the alpha state.

Changes

We've made major changes in the interface so that it aligns with other common libraries (e.g., scikit-learn).

• estimator.get_parameters() now returns parameters used for estimation, not estimated results. (breaking change)
• Instead, newly added method estimator.get_result() returns the estimated results.
• Estimated values are accessible as attributes with underscore(_). For example, to get the power-law exponent, use result.gamma_. (breaking change)
• TailEstimatorResult now returns the estimator instance that was used for estimation res.estimator

Full Changelog: v0.4.1...v0.5.0

v0.4.1

Automated release of version v0.4.1.

Full Changelog: v0.4.0...v0.4.1

v0.4.0

Please note that the package is still in development at the alpha state.

Changes

• Added TailEstimatorSet class which runs multiple estimation methods at once and generates plots
  • See the documentation for detail.
  • The plotting implementations are based on make_plots() of tail-estimation.py, but has been refactored to improve maintainability.
• Updated documentation

Full Changelog: v0.3.0...v0.4.0

v0.3.0

This version includes breaking changes.

Changes

• Results are now accessible as attributes, not as a dictionary. (breaking change)

result = estimator.get_parameters()
gamma = result['gamma'] #old
gamma = result.gamma # new

• Takes random seed for double bootstrap. Use base_seed option.

Full Changelog: v0.2.0...v0.3.0

v0.2.0

Automated release of version v0.2.0.

Full Changelog: v0.1.7...v0.2.0

v0.1.7

Automated release of version v0.1.7.

Full Changelog: v0.1.6...v0.1.7

v0.1.6

Automated release of version v0.1.6.

Full Changelog: v0.1.5...v0.1.6

v0.1.5

Added docs + minor fixes.

Full Changelog: v0.1.4...v0.1.5

v0.1.4

Add details in README