Consistent estimation of technical and allocative efficiencies for a semiparametric Stochastic Cost Frontier with Shadow Input Prices
博士 === 國立政治大學 === 金融研究所 === 98 === Conventional parametric stochastic cost frontier models are likely to suffer from biased inferences due to misspecification and the ignorance of allocative efficiency (AE). To fill up the gap in the literature, this article proposes a semiparametric stochastic cost...
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ndltd-TW-098NCCU52140252015-10-13T18:20:41Z http://ndltd.ncl.edu.tw/handle/11797230483799727830 Consistent estimation of technical and allocative efficiencies for a semiparametric Stochastic Cost Frontier with Shadow Input Prices 探討半參數隨機邊界模型的技術與配置效率之一致性估計方法 Chen, Kuan Chen 陳冠臻 博士 國立政治大學 金融研究所 98 Conventional parametric stochastic cost frontier models are likely to suffer from biased inferences due to misspecification and the ignorance of allocative efficiency (AE). To fill up the gap in the literature, this article proposes a semiparametric stochastic cost frontier with shadow input prices that combines a parametric portion with a nonparametric portion and that allows for the presence of both technical efficiency (TE) and AE. The introduction of AE and the nonparametric function into the cost function complicates substantially the estimation procedure. We develop a new estimation procedure that leads to consistent estimators and valid TE and AE measures, which are proved by conducting Monte Carlo simulations. An empirical study using unbalanced panel data on 340 commercial banks from 14 East European countries over the period 1993-2004 is performed to help shed some light on the usefulness of our procedure. Huang, Tai Hsin 黃台心 2010 學位論文 ; thesis 77 en_US |
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博士 === 國立政治大學 === 金融研究所 === 98 === Conventional parametric stochastic cost frontier models are likely to suffer from biased inferences due to misspecification and the ignorance of allocative efficiency (AE). To fill up the gap in the literature, this article proposes a semiparametric stochastic cost frontier with shadow input prices that combines a parametric portion with a nonparametric portion and that allows for the presence of both technical efficiency (TE) and AE. The introduction of AE and the nonparametric function into the cost function complicates substantially the estimation procedure. We develop a new estimation procedure that leads to consistent estimators and valid TE and AE measures, which are proved by conducting Monte Carlo simulations. An empirical study using unbalanced panel data on 340 commercial banks from 14 East European countries over the period 1993-2004 is performed to help shed some light on the usefulness of our procedure.
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Huang, Tai Hsin |
author_facet |
Huang, Tai Hsin Chen, Kuan Chen 陳冠臻 |
author |
Chen, Kuan Chen 陳冠臻 |
spellingShingle |
Chen, Kuan Chen 陳冠臻 Consistent estimation of technical and allocative efficiencies for a semiparametric Stochastic Cost Frontier with Shadow Input Prices |
author_sort |
Chen, Kuan Chen |
title |
Consistent estimation of technical and allocative efficiencies for a semiparametric Stochastic Cost Frontier with Shadow Input Prices |
title_short |
Consistent estimation of technical and allocative efficiencies for a semiparametric Stochastic Cost Frontier with Shadow Input Prices |
title_full |
Consistent estimation of technical and allocative efficiencies for a semiparametric Stochastic Cost Frontier with Shadow Input Prices |
title_fullStr |
Consistent estimation of technical and allocative efficiencies for a semiparametric Stochastic Cost Frontier with Shadow Input Prices |
title_full_unstemmed |
Consistent estimation of technical and allocative efficiencies for a semiparametric Stochastic Cost Frontier with Shadow Input Prices |
title_sort |
consistent estimation of technical and allocative efficiencies for a semiparametric stochastic cost frontier with shadow input prices |
publishDate |
2010 |
url |
http://ndltd.ncl.edu.tw/handle/11797230483799727830 |
work_keys_str_mv |
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