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DR 추정 기술에는 여러 단계가 있습니다. 첫 번째 단계는 통제 그룹의 각 응답자에 대한 성향 점수를 계산하는 것입니다. 응답자의 성향 점수는 관찰 가능한 특성에 따라 치료 그룹에 속할 확률(미국 사회적 유대감이 있거나 송금을 받음)입니다. Rosenbaum과 Rubin( 1983 )은 유사한 성향 점수를 가진 치료 그룹과 통제 그룹의 관찰 결과를 비교하여 관찰 가능한 특성의 교란 요인을 제거할 수 있음을 보여줍니다(Rosenbaum & Rubin, 1983 ). McCaffrey, Ridgeway, Morral이 제안한 일반화 부스트 모델(GBM)이라고 하는 접근 방식을 사용하여 다양한 비교를 위한 성향 점수를 추정합니다(McCaffre, Ridgeway, & Morral, 2004 ). GBM은 회귀 트리를 기반으로 하는 유연한 비모수 추정 기술로, 응답자의 특성과 치료 지표 간의 관계를 포착합니다.각주1 선형 로지스틱 회귀 모델에 비해 유연성이 뛰어나고 필요한 가정이 적기 때문에 GBM은 비교 분석에서 다른 모델보다 우수한 성과를 보입니다(Westreich, Lessler, & Funk, 2010 ). 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