SOFTWARE/STATA

 

Nonparametric methods

Nonparametric tests

  • sign test
  • Wilcoxon signed-rank test

  • Wilcoxon rank-sum (Mann–Whitney) test
  • equality of medians
  • Kruskal–Wallis test
  • Kolmogorov–Smirnov test
  • binomial probability test
  • chi-squared tests for association
  • tests for trend
  • one- and two-sample tests of proportions
  • test for random order
  • equality of survivor functions
  • equality of ROC areas
  • equality of ROC area against a standard ROC curve
  • CUSUM
 

Nonparametric correlation coefficients

  • Spearman's rank order
  • Kendall's rank order
Survival analysis

  • Kaplan–Meier curves
  • Nelson–Aalen curves
  • logrank and other tests of equality
Resampling and simulations

Smoothing

  • Univariate kernel density estimation
  • Lowess smoothing
  • Kernel-weighted local polynomial smoothing
ROC analysis*

  • Adjust for covariates
  • Plot ROC curves
Quantile regression

  • Median regression
  • Least absolute deviations regression
  • User-specified quantiles
  • Bootstrap and conventional standard errors
  • Simultaneous quantile regression
  • Interquartile range regression
Centiles and confidence intervals
  • Estimate percentiles
  • Exact confidence intervals
  • Optionally assume normality

* New in Sata 12

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