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Bootstrap DEA: Pembetulan Ralat dan Selang Kebenaran untuk Skor Kecekapan×Indeks Produktiviti Malmquist×
BidangAnalisis KecekapanAnalisis Kecekapan
KeluargaRegression modelRegression model
Tahun asal19981994
PengasasSimar & WilsonFäre, Grosskopf, Norris & Zhang
JenisNonparametric efficiency estimation with bootstrap inferenceNon-parametric productivity index
Sumber perintisSimar, 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 ↗
AliasBootstrapped DEA, DEA Bootstrap Inference, Simar-Wilson Bootstrap, Bootstrap Sınır AnaliziMPI, Malmquist Index, Malmquist DEA Productivity Index, Malmquist Verimlilik Endeksi
Berkaitan21
RingkasanBootstrap 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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ScholarGateBandingkan kaedah: Bootstrap DEA · Malmquist Productivity Index. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare