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| DP 2010-08 | Spatial Stochastic Frontier Models | | Barrios, Erniel B.,Lavado, Rouselle F., |
| The stochastic frontier model with heterogeneous technical efficiency
explained by exogenous variables is augmented with a sparse spatial autoregressive component for a cross-section data, and a spatial-temporal component for a panel data. An
estimation procedure that takes advantage of the additivity of the model is proposed, computational advantages over simultaneous maximum likelihood estimation of all parameters is exhibited. The technical efficiency estimates are comparable to existing
models and estimation procedures based on maximum likelihood methods. A spatial or spatial-temporal component can improve estimates of technical efficiency in a production frontier that is usually biased downwards. | | keywords: | technical efficiency,stochastic frontier model,Philippines,spatial externalities,spatial-temporal model,backfitting, | | Download PDF copy |
Other PIDS Publications Authored/Co-Authored by "Barrios, Erniel B."... Other PIDS Publications Authored/Co-Authored by "Lavado, Rouselle F."... -------------------- Other PIDS Publications with keyword "technical efficiency"... Other PIDS Publications with keyword "stochastic frontier model"... Other PIDS Publications with keyword "Philippines"... Other PIDS Publications with keyword "spatial externalities"... Other PIDS Publications with keyword "spatial-temporal model"... Other PIDS Publications with keyword "backfitting"...
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