A Semiparametric Stochastic Input Distance Frontier Model with Application to the Indonesian Banking Industry
Embargo Lift Date
MetadataShow full item record
This is a post-peer-review, pre-copyedit version of an article published in Journal of Productivity Analysis. The final authenticated version is available online at: http://doi.org/10.1007/s11123-020-00589-3.
This paper proposes a semiparametric smooth-varying coefficient input distance frontier model with multiple outputs and multiple inputs, panel data, and determinants of technical inefficiency for the Indonesian banking industry during the period 2000 to 2015. The technology parameters are unknown functions of a set of environmental factors that shift the input distance frontier non-neutrally. The computationally simple constraint weighted bootstrapping method is employed to impose the regularity constraints on the distance function. As a by-product, total factor productivity (TFP) growth is estimated and decomposed into technical change, scale component, and efficiency change. The distance elasticities, marginal effects of the environmental factors on the distance elasticities, temporal behavior of technical efficiency, and also TFP growth and its components are investigated.
Showing items related by title, author, creator and subject.
An, Senjian; Boussaid, F.; Bennamoun, M. (2015)This paper investigates how hidden layers of deep rectifier networks are capable of transforming two or more pattern sets to be linearly separable while preserving the distances with a guaranteed degree, and proves the ...
Rasouli, M.; Nikraz, Hamid (2014)Trip distribution is the second step of the transport modelling process. Errors in this trip distribution step will propagate through the other stages of the transport modelling process and will affect the reliability of ...
Fabricating high mechanical strength gamma Fe2O3 nanoparticles filled poly(vinyl alcohol) nanofiber using electrospinning process potentially for tissue engineering scaffoldNgadiman, N.; Mohd Yusof, N.; Idris, A.; Kurniawan, Denni; Fallahiarezoudar, E. (2017)The use of electrospinning has gained substantial interest in the development of tissue engineering scaffolds due to its ability to produce nanoscale fibers which can mimic the geometry of extracellular tissues. Besides ...