2020
Estimating the size of a hidden finite set: Large-sample behavior of estimators
Cheng S, Eck D, Crawford F. Estimating the size of a hidden finite set: Large-sample behavior of estimators. Statistics Surveys 2020, 14: 1-31. DOI: 10.1214/19-ss127.Peer-Reviewed Original ResearchFinite setLarge sample behaviorStatistical propertiesAsymptotic propertiesAsymptotic regimeSampling probabilityHidden setStatistical approachStructural assumptionsIndirect statistical approachEstimatorDeterministic queriesDifferent modelsRandom samplingSetPopulation sizeSample increasesSample sizePropertiesRegimeModelProbabilityAssumptionSampling
2018
Estimating Causal Effects on Social Networks
Forastiere L, Mealli F, Wu A, Airoldi E. Estimating Causal Effects on Social Networks. 2018, 00: 60-69. DOI: 10.1109/dsaa.2018.00016.Peer-Reviewed Original ResearchPosterior distributionPropensity score estimationBayesian procedureObserved networkStructural assumptionsNeighborhood treatmentsGeneralized propensity scoreNeighborhood interferenceRandom effectsSpline regressionNeighbor treatmentsCausal estimandsCommunity detection algorithmsScore estimationConnected unitsEstimationModel feedbackAssumptionUnmeasured confounding variables
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