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Aslan, Berkan: The concept of energy in nonparametric statistics: Goodness-of-Fit problems and deconvolution. 2004
Inhalt
Contents
1. Introduction
2. Introduction to statistical test theory
2.1 Terminology
2.2 Types of statistical hypotheses
2.3 Tests of hypotheses
2.4 Goodness-of-Fit tests
2.5 Two-sample GoF tests
3. An overview of some relevant GoF tests
3.1 Tests based on binning
3.2 Binning-free tests
3.3 Three region test
3.4 Multivariate normality tests
4. The quantity energy as a GoF test
4.1 The interaction energy of a system of charges
4.2 The Energy tests
4.3 Proof of the minimum property of φ
4.4 Some selected distance functions
4.5 The distribution of the Energy test statistic
4.6 Consistency
4.7 A link between φnm and the Bowman-Foster test statistic
4.8 Power study
5. Energy for the two-sample problem
5.1 Resampling methods
5.2 The two-sample Energy test
5.3 Competing tests
5.4 Power comparisons
5.5 An example from high energy physics
6. Deconvolution
6.1 The problem
6.2 Unfolding methods
6.3 A new binning-free unfolding approach
7. Summary
Bibliography