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Bootstrap DEA: Harhan korjaus ja luottamusvälit tehokkuuspisteille×Malmquistin tuottavuusindeksi×
TieteenalaTehokkuusanalyysiTehokkuusanalyysi
MenetelmäperheRegression modelRegression model
Syntyvuosi19981994
KehittäjäSimar & WilsonFäre, Grosskopf, Norris & Zhang
TyyppiNonparametric efficiency estimation with bootstrap inferenceNon-parametric productivity index
AlkuperäislähdeSimar, L., & Wilson, P. W. (1998). Sensitivity analysis of efficiency scores: How to bootstrap in nonparametric frontier models. Management Science, 44(1), 49–61. DOI ↗Färe, R., Grosskopf, S., Norris, M., & Zhang, Z. (1994). Productivity growth, technical progress, and efficiency change in industrialized countries. American Economic Review, 84(1), 66–83. link ↗
RinnakkaisnimetBootstrapped DEA, DEA Bootstrap Inference, Simar-Wilson Bootstrap, Bootstrap Sınır AnaliziMPI, Malmquist Index, Malmquist DEA Productivity Index, Malmquist Verimlilik Endeksi
Liittyvät21
TiivistelmäBootstrap Data Envelopment Analysis (Bootstrap DEA) is a resampling-based extension of standard DEA that provides statistically valid inference for efficiency scores. Introduced by Simar and Wilson in 1998, it addresses the core weakness of classical DEA — its inability to quantify uncertainty in estimated scores — by constructing bootstrap confidence intervals and bias-corrected efficiency estimates from repeatedly resampled pseudo-frontiers.The Malmquist Productivity Index (MPI) is a non-parametric measure of total factor productivity (TFP) change over time. Formally grounded in distance functions by Caves, Christensen, and Diewert (1982) and operationalized using Data Envelopment Analysis by Färe, Grosskopf, Norris, and Zhang (1994), MPI decomposes productivity growth into two components: efficiency change (catching-up to the frontier) and technical change (shift of the frontier itself).
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ScholarGateVertaile menetelmiä: Bootstrap DEA · Malmquist Productivity Index. Haettu 2026-06-18 osoitteesta https://scholargate.app/fi/compare