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Luigi Salmaso, Department of Management and Engineering, University of Padova, Italy
Within the last 10 years, Dr Salmaso has amassed a large number of published articles, in a variety of journals, and has taught a number of courses in statsistics and nonparametric methods.
Preface | |
Notation and Abbreviations | |
Introduction | |
On Permutation Analysis | |
The Permutation Testing Principle | |
Permutation Approaches | |
When and Why Conditioning Is Appropriate | |
Randomization and Permutation | |
Computational Aspects | |
Basic Notation | |
A Problem with Paired Observations | |
The Permutation Solution | |
A Two-Sample Problem | |
One-Way ANOVA | |
Theory of One-Dimensional Permutation Tests | |
Introduction | |
Definition of Permutation Tests | |
Some Useful Test Statistics | |
Equivalence of Permutation Statistics | |
Arguments for Selecting Permutation Tests | |
Examples of One-Sample Problems | |
Examples of Multi-sample Problems | |
Analysis of Ordered Categorical Variables | |
Problems and Exercises | |
Further Properties of Permutation Tests | |
Unbiasedness of Two-sample Tests | |
Power Functions of Permutation Tests | |
Consistency of Permutation Tests | |
Permutation Confidence Interval for d | |
Extending Inference from Conditional to Unconditional | |
Optimal Properties | |
Some Asymptotic Properties | |
Permutation Central Limit Theorems | |
Problems and Exercises | |
The Nonparametric Combination Methodology | |
Introduction | |
The Nonparametric Combination Methodology | |
Consistency, Unbiasedness and Power of Combined Tests | |
Some Further Asymptotic Properties | |
Finite-Sample Consistency | |
Some Examples of Nonparametric Combination | |
Comments on the Nonparametric Combination | |
Multiple Testing Problems and Multiplicity Adjustment | |
Defining Raw and Adjusted p-Values | |
Controlling for Multiplicity | |
Multiple Testing | |
The Closed Testing Approach | |
Mult Data Example | |
Washing Test Data | |
Weighted Methods for Controlling FWE and FDR | |
Adjusting Stepwise p-Values | |
Analysis of Multivariate Categorical Variables | |
Introduction | |
The Multivariate McNemar Test | |
Multivariate Goodness-of-Fit Testing for Ordered Variables | |
MANOVA with Nominal Categorical Data | |
Stochastic Ordering | |
Multifocus Analysis | |
Isotonic Inference | |
Test on Moments for Ordered Variables | |
Heterogeneity Comparisons | |
Application to PhD Programme Evaluation Using SAS | |
Permutation Testing for Repeated Measurements | |
Introduction | |
Carry-Over Effects in Repeated Measures Designs | |
Modelling Repeated Measurements | |
Testing Solutions | |
Testing for Repeated Measurements with Missing Data | |
General Aspects of Permutation Testing with Missing Data | |
On Missing Data Processes | |
The Permutation Approach | |
The Structure of Testing Problems | |
Permutation Analysis of Missing Values | |
Germina Data: An Example of an MNAR Model | |
Multivariate Paired Observations | |
Repeated Measures and Missing Data | |
Botulinum Data | |
Waterfalls Data | |
Some Stochastic Ordering Problems | |
Multivariate Ordered Alternatives | |
Testing for Umbrella Alternatives | |
Analysis of Experimental Tumour Growth Curves | |
Analysis of PERC Data | |
NPC Tests for Survival Analysis | |
Introduction and Main Notation | |
Comparison of Survival Curves | |
An Overview of the Literature | |
Two NPC Tests | |
An Application to a Biomedical Study | |
NPC Tests in Shape Analysis | |
Introduction | |
A Brief Overview of Statistical Shape Analysis | |
Inference with Shape Data | |
NPC Approach to Shape Analysis | |
NPC Analysis with Correlated Landmarks | |
An Application to Mediterranean Monk Seal Skulls | |
Multivariate Correlation Analysis and Two-Way ANOVA | |
Autofluorescence Case Study | |
Confocal Case Study | |
Two-Way (M)ANOVA | |
Some Case Studies Using NPC Test R. 10 and SAS Macros | |
An Integrated Approach to Survival Analysis in Observational Studies | |
Integrating Propensity Score and NPC Testing | |
Further Applications with NPC Test R. 10 and SAS Macros | |
A Comparison of Three Survival Curves | |
Survival Analysis Using NPC Test and SAS | |
Logistic Regression and NPC Test for Multivariate Analysis | |
References | |
Index | |
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