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Drawing conclusions about population parameters from sample data. See https://en.wikipedia.org/wiki/Inference and https://en.wikipedia.org/wiki/Statistical_inference
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Potential bias in a study design
The reason I want to do this is because I want to provide the model the best starting point to inference from. Any suggestions? …
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Report coefficients in elastic net regression after cross validation
Regarding your question about post-selection confidence intervals for the LASSO look for a paper by Tibshirani et al. titled "Exact Post-Selection Inference for Sequential Regression Procedures". … There is also a Python implementation, you can find information on both at the github page https://github.com/selective-inference/
Hope it helps. …
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Preparation for modeling: how to deal with a huge number of variables
Another important piece of information regarding my problem is that the goal of this project is inference and explanation rather than prediction. …