STAT 862 Statistical Learning I
A working knowledge of the statistical software R is assumed. Classification; spline and smoothing spline; regularization, ridge regression, and Lasso; model selection; treedbased methods; resampling methods; importance sampling; Markov chain Monte Carlo; Metropolis-Hasting algorithm; Gibbs sampling; optimization. (Offered jointly with STAT 462.) (3.0 credit units)
EXCLUSION: STAT 462
Mathematics and Statistics
https://www.queensu.ca/academic-calendar/graduate-studies/programs-study/mathematics-statistics/
...learning. (Offered jointly with STAT 457). EXCLUSION: STAT 457 STAT 862 Statistical Learning I A...
Mathematics and Statistics (MATH)
https://www.queensu.ca/academic-calendar/graduate-studies/courses-instruction/math/
...learning. (Offered jointly with STAT 457). EXCLUSION: STAT 457 STAT 862 Statistical Learning I A...
Biostatistics
https://www.queensu.ca/academic-calendar/graduate-studies/programs-study/biostatistics/
...Epidemiology , EPID 823 Advanced Methods in Biostatistics , STAT 862 Statistical Learning I (or EPID 822...
Public Health Sciences
https://www.queensu.ca/academic-calendar/graduate-studies/programs-study/public-health-sciences/
...and Statistics) STAT 853 (for students registered in Public Health Sciences) STAT 862 or EPID...
Physics, Engineering Physics and Astronomy
...astrophysics Introduction to graduate stats in particle physics...of last scattering. PHYS 862 The Early Universe...
Physics, Engineering Physics and Astronomy (PHYS)
https://www.queensu.ca/academic-calendar/graduate-studies/courses-instruction/phys/
...astrophysics Introduction to graduate stats in particle physics...of last scattering. PHYS 862 The Early Universe...