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G LISTER: Generalization based Data Subset Selection for Efficient and Robust Learning Krishnateja Killamsetty1, Drug Sivasubramanian 2, Ganesh Ramakrishna 2, Rishabh Iyer1,2 1University of Texas
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How to fill out gradient matching based data
How to fill out gradient matching based data
01
Identify the variables for which you want to match gradients.
02
Calculate the gradients for each variable in the dataset.
03
Compare the gradients of the variables between the control group and the treatment group.
04
Adjust the data in the treatment group to match the gradients of the control group.
05
Check the matched data for any inconsistencies or errors.
Who needs gradient matching based data?
01
Researchers conducting observational studies or experiments where it is important to control for confounding variables.
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Policy makers and analysts looking to evaluate the impact of interventions or policies in a fair and unbiased manner.
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Data scientists and statisticians interested in causal inference and counterfactual analysis.
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