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ms/figures/fig_baseline_bias.pdf

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ms/figures/fig_sweep_bias.pdf

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ms/main.pdf

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ms/main.tex

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ms/refs.bib

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@article{Morris1979,
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author = {Morris, Carl},
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title = {A finite selection model for experimental design of the health insurance study},
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url = {https://doi.org/10.1016/0304-4076(79)90053-8}
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}
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@book{Newhouse1993,
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author = {Newhouse, Joseph P. and {{Insurance Experiment Group}}},
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title = {Free for All? Lessons from the {RAND} Health Insurance Experiment},
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year = {1993},
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@article{Chattopadhyay2026,
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author = {Chattopadhyay, Ambarish and Morris, Carl N. and Zubizarreta, Jose R.},
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title = {Balanced and Robust Randomized Treatment Assignments: The Finite Selection Model for the Health Insurance Experiment and Beyond},
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journal = {Journal of the Royal Statistical Society Series A: Statistics in Society},
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year = {2026},
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doi = {10.1093/jrsssa/qnag040},
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note = {Advance article},
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url = {https://doi.org/10.1093/jrsssa/qnag040}
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}
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@article{Kuhn1955,
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}
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@article{FellegiSunter1969,
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author = {Fellegi, Ivan P. and Sunter, Alan B.},
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title = {A Theory for Record Linkage},
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pages = {1183--1210},
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doi = {10.1080/01621459.1969.10501049},
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url = {https://doi.org/10.1080/01621459.1969.10501049}
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}
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@article{Kaplan2022,
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author = {Kaplan, Andee and Betancourt, Brenda and Steorts, Rebecca C.},
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title = {A Practical Approach to Proper Inference with Linked Data},
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journal = {The American Statistician},
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}
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@article{Zubizarreta2012,
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author = {Zubizarreta, Jose R.},
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title = {Using Mixed Integer Programming for Matching in an Observational Study of Kidney Failure After Surgery},
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}
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@book{Christen2012,
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author = {Christen, Peter},
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title = {Data Matching: Concepts and Techniques for Record Linkage, Entity Resolution, and Duplicate Detection},
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year = {2012},
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publisher = {Springer},
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address = {Berlin, Heidelberg},
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@article{BansalBlumChawla2004,
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url = {https://doi.org/10.1023/B:MACH.0000033116.57574.95}
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}
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@article{DevilleSarndal1992,
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author = {Deville, Jean-Claude and S{"a}rndal, Carl-Erik},
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title = {Calibration Estimators in Survey Sampling},
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journal = {Journal of the American Statistical Association},
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year = {1992},
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volume = {87},
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pages = {376--382},
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doi = {10.1080/01621459.1992.10475217},
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url = {https://doi.org/10.1080/01621459.1992.10475217}
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}
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@article{DevilleTille2004,
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author = {Deville, Jean-Claude and Till{\'e}, Yves},
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title = {Efficient balanced sampling: The cube method},
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journal = {Biometrika},
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year = {2004},
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volume = {91},
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number = {4},
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pages = {893--912},
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doi = {10.1093/biomet/91.4.893},
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url = {https://doi.org/10.1093/biomet/91.4.893}
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}
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@article{Hainmueller2012,
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author = {Hainmueller, Jens},
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title = {Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies},
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journal = {Political Analysis},
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year = {2012},
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volume = {20},
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number = {1},
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pages = {25--46},
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doi = {10.1093/pan/mpr025},
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url = {https://doi.org/10.1093/pan/mpr025}
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}

ms/results/baseline_runs.csv

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person_accuracy,group_accuracy_personlevel,group_exact_match_rate,abs_bias_treatment_gap,method,ambiguity,seed
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0.20714285714285716,0.2785714285714286,0.08571428571428572,4.809168960874359,Greedy person-level,1.5,1500000
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0.32857142857142857,0.37857142857142856,0.14285714285714285,3.9062358133127404,Hungarian person-level,1.5,1500000
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0.35714285714285715,0.4142857142857143,0.4142857142857143,3.3375463391041507,Set-aware group-first,1.5,1500000
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0.2857142857142857,0.3,0.08571428571428572,3.0915460294826715,Greedy person-level,1.5,1500001
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0.3142857142857143,0.3357142857142857,0.1,3.5036353165726197,Hungarian person-level,1.5,1500001
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0.6,0.6285714285714286,0.6285714285714286,1.1895826044953637,Set-aware group-first,1.5,1500001

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