Courses Details

BIOSTAT685 Elements of Nonparametric Statistics

  • Graduate level
  • Winter term(s)
  • 3 Credit Hour(s)
  • Instructor(s): Nan, Bin
  • Prerequisites: Biostat 602 or STAT 511, and Biostat 650 or Perm. Instr
  • Description: First half covers theory and applications of rank and randomization tests: sampling and randomization models, randomization t-test, Wilcoxon rank sum and signed rank tests, Kruskal-Wallis test, asymptotic result under randomization, relative efficiency; second half covers theory and applications of nonparametric regression: smoothing methods, including kernel estimators, local linear regression, smoothing splines, and regression splines, methods for choosing the smoothing parameter, including unbiased risk estimation and cross-validation, introduction to additive models.