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Spatial Stochastic Frontier Models

Authors: Erniel B. Barrios; Rouselle F. Lavado;

Spatial Stochastic Frontier Models

Abstract

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

spatial-temporal model, backfitting, ddc:330, Philippines, Technische Effizienz, technical efficiency, Maximum-Likelihood-Schätzung, stochastic frontier, technical efficiency, stochastic frontier, Philippines, spatial externalities, spatial-temporal model, backfitting, Panel, stochastic frontier models, technical efficiency, spatial externalities, spatial-temporal model, backfitting, spatial externalities, jel: jel:C01

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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