BookGeoffrey R. Norman, David L. Streiner.
Summary: "New for 2014, Biostatistics: The Bare Essentials, 4th Edition, includes updated information on robust estimators of the mean, the problems of multiple hypothesis testing, bootstrapping and resampling and non-parametric stats. In addition, an entirely new chapter title Measures of Impact discusses measures of incidence and prevalence, risk, morbidity and fatality rates, and more."
Contents:
The nature of data and statistics: the basics
Looking at the data
Describing the data with numbers
The normal distribution
Probability
Elements of Statistical inference
Analysis of variance: Comparing two groups the T-test
More than two groups one way ANOVA
Factorial ANOVA
Two repeated observations the paired T-test and alternatives
Repaeted-measures ANOVA
Multivariate ANOVA (MANOVA)
C.R.A.P. detectors
Regression and correlation: Simple regression and correlation
Multiple regression
Logistic and poisson regression
Advanced topis in regression and ANOVA
Measuring change
Analysis of Longitudinal data: Hierarchical linear modeling
Non-parametric statistics: Tests of significance for categorical frequency data
Measures of association for categorical data
tests of significance for ranked data
Measures of association for ranked data
Survival analysis
Measures of impact introductory side bar
Reprise: Equivalence and Non-inferiority testing
Screwups, oddballs, and other vagaries of science
Putting it all together
gettting started with SPSS.