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This documentation is for astroML version 0.2

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Chapter 4: Classical Statistical Inference

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Chapter 4: Classical Statistical Inference¶

This chapter develops the classical or “frequentist” approach to statistics.

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Evaluating a model fit with chi-square

../../_images_1ed/fig_GMM_1D_1_thumb.png

1D Gaussian Mixture Example

../../_images_1ed/fig_bootstrap_gaussian_1_thumb.png

Bootstrap Calculations of Error on Mean

../../_images_1ed/fig_jackknife_gaussian_1_thumb.png

Jackknife Calculations of Error on Mean

../../_images_1ed/fig_classification_example_1_thumb.png

Example of classification

../../_images_1ed/fig_benjamini_method_1_thumb.png

Example of Benjamini & Hochberg Method

../../_images_1ed/fig_anderson_darling_1_thumb.png

Gaussianity Tests

../../_images_1ed/fig_lyndenbell_setup_1_thumb.png

Lynden-Bell C- setup

../../_images_1ed/fig_lyndenbell_toy_1_thumb.png

Luminosity function code on toy data

../../_images_1ed/fig_lyndenbell_gals_1_thumb.png

Lynden-Bell Luminosity function