Course Files


Description: This directory contains the presentations and MATLAB codes for the DATAWorks 2019.

Data Files: The DRAM code can be downloaded from the websites
                                 https://wiki.helsinki.fi/display/inverse/Adaptive+MCMC
or
http://helios.fmi.fi/~lainema/mcmc/

Zipped version of the DRAM code: MCMC_STAT.zip

Presentations:
Intro_Bayesian_Inference
Uncertainty_Propagation
Parameter_Selection
Surrogate_Models


MATLAB Files for Surrogate Model Construction
RESPONSE_SURFACE.zip
or
response_surface.m
polyfitn.m
polyn2sym.m
polydern.m
polyn2sympoly.m
polyvaln.m

MATLAB Files for 4-Parameter SIR Model
SIR_dram.m
SIR_rhs.m
SIR_fun.m
SIRss.m
mcmcpredplot_custom.m

MATLAB Files for 3-Parameter SIR Model
SIR_dram3.m
SIR_rhs3.m
SIR_fun3.m
SIRss3.m


Data Files:
SIR_data.mat

MATLAB files for Sampling-Based Propagation
rand_points.m
pi_approx.m