MRTool: Featured Nonlinear Mixed effects Models
Project description
MRTool (Meta-Regression Tool) package is designed to solve general meta-regression problem. The most interesting features include,
linear and log prediction function,
spline extension for covariates,
direct Gaussian, Uniform and Laplace prior on fixed and random effects,
shape constraints (monotonicity and convexity) for spline.
Advanced features include,
spline knots ensemble,
automatic covariate selection.
Installation
Required packages include,
basic scientific computing suite, Numpy, Scipy and Pandas,
main optimization engine, IPOPT,
testing tool, Pytest.
After install the required packages, clone the repository and install MRTool.
git clone https://github.com/ihmeuw-msca/MRTool.git
cd MRTool && python setup.py installFor more information please check the documentation.
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