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Merge pull request #21 from juliangehring/changelog
Update news for v0.1.0
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NEWS.md

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# MultipleTesting.jl News and Changes
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## Version 0.1.0
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### New Features
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- New π0 estimators: BUM, Censored BUM, Flat Grenander
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- New p-value adjustment methods: Forward Step, Benjamini-Liu
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- BUM model for simulating p-value distributions
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- Fast isotonic regression
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- Reference list of related software packages in documentation
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### Changes
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- Grenander ECDF estimator
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- Immutable method types
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- Default α value for Two Step constructor
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- Tests use new julia 0.5 base testing framework
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- Documentation moved to 'docs' directory
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### Removed
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- Test coverage reporting through coveralls
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### Support
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- Requires julia 0.5
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## Version 0.0.2
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### New features
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- New π0 estimators: Two Step, Right Boundary
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- New p-value adjustment methods: Benjamini-Hochberg Adaptive, Oracle, Sidak
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- Package precompilation
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### Changes / Changed
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- Redefined Oracle Benjamini-Hochberg as Adaptive Benjamini-Hochberg procedure
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### Support
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- Requires julia 0.4

README.md

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# MultipleTesting
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The `MultipleTesting` package offers common algorithms for p-value adjustment and π0 estimation.
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The `MultipleTesting` package offers common algorithms for p-value adjustment and the estimation of the proportion π₀ of true null hypotheses.
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![xkcd p-value guide](pvalues.png)
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## Features
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### p-values adjustment
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### Adjustment of p-values
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* Bonferroni
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* Benjamini-Hochberg
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* Benjamini-Hochberg "Adaptive" with known π0 or π0 estimation method (see section below)
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* Adaptive Benjamini-Hochberg with known π₀ or π₀ estimation method (see section below)
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* Benjamini-Yekutieli
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* Benjamini-Liu
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* Hochberg
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* Holm
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* Hommel
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* Sidak
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* ForwardStop
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* Forward Stop
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```julia
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adjust(pvals, Bonferroni())
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```
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### π0 estimation
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### Estimation of π₀
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* Storey
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* Storey's closed-form bootstrap
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* Least SLope (LSL)
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* Two STep (TST)
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* Least Slope
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* Two Step
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* RightBoundary (Storey's estimate with dynamically chosen λ)
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* Beta-Uniform Mixture (BUM)
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* Censored BUM
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* BUM
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* FlatGrenander
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* Oracle for known π0
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* Flat Grenander
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* Oracle for known π₀
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```julia
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estimate_pi0(pvals, Storey())

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