Distribution Shift

Robust Correction of Sampling Bias using Cumulative Distribution Functions
Importance weighting via probability density function estimation is unstable and requires parameter tuning. We demonstrate that reweighting according to cumulative distirbution functions is stable without parameter tuning.
Bijan Mazaheri, Siddharth Jain, Jehoshua Bruck
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Robust Correction of Sampling Bias using Cumulative Distribution Functions
Short Tandem Repeats Information in TCGA is Statistically Biased by Amplification
We demonstrate that amplification processes lead to biases in TCGA data.
Siddharth Jain, Bijan Mazaheri, Netanel Raviv, Jehoshua Bruck
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Short Tandem Repeats Information in TCGA is Statistically Biased by Amplification