Dual Representations of Non-Parametric Technologies and Measurement of Technical Efficiency

This paper extends the recent work by Frei and Harker on projections onto efficient frontiers (1999) in three ways. First, we provide a formal definition of the production set as the intersection of a finite number of closed halfspaces. We emphasize the necessity of a complete enumeration of the supporting hyperplanes to define the production set properly. We focus on the problem of exhaustive enumeration of the supporting hyperplanes to characterize the production set. Second, we consider the problem of an arbitrary-norm projection on the boundary of the production set. We use the concept of the Hölder distance function and we derive the necessary mathematics to calculate distances and projections of inefficient DMUs onto the efficient frontier. Third, we introduce a relevant weighting scheme for inputs and outputs so that the Hölder distance function respects the commensurability axiom defined by Russell (1988). Finally, we present an illustration using the same data set as Frei and Harker (1999) to highlight some of the extensions proposed in the paper.

[1]  Stephen Haag,et al.  Interpreting inefficiency ratings: An application of bank branch operating efficiencies , 1995 .

[2]  A. J. Goldman,et al.  Polyhedral Convex Cones , 1956 .

[3]  R. R. Russell,et al.  On the Axiomatic Approach to the Measurement of Technical Efficiency , 1988 .

[4]  S. Afriat Efficiency Estimation of Production Function , 1972 .

[5]  R. Färe,et al.  Profit, Directional Distance Functions, and Nerlovian Efficiency , 1998 .

[6]  R. Banker,et al.  NONPARAMETRIC ANALYSIS OF TECHNICAL AND ALLOCATIVE EFFICIENCIES IN PRODUCTION , 1988 .

[7]  W. Briec A Graph-Type Extension of Farrell Technical Efficiency Measure , 1997 .

[8]  Walter Briec,et al.  Metric Distance Function and Profit: Some Duality Results , 1999 .

[9]  Patrick T. Harker,et al.  Projections Onto Efficient Frontiers: Theoretical and Computational Extensions to DEA , 1999 .

[10]  H. Raiffa,et al.  3. The Double Description Method , 1953 .

[11]  Kenneth C. Land,et al.  Chance‐constrained data envelopment analysis , 1993 .

[12]  Raimund Seidel,et al.  Constructing higher-dimensional convex hulls at logarithmic cost per face , 1986, STOC '86.

[13]  R. Shepherd Theory of cost and production functions , 1970 .

[14]  H. Varian The Nonparametric Approach to Production Analysis , 1984 .

[15]  W. Briec,et al.  Technical efficiency and distance to a reverse convex set , 1999, Eur. J. Oper. Res..

[16]  Komei Fukuda,et al.  Double Description Method Revisited , 1995, Combinatorics and Computer Science.

[17]  Ole Bent Olesen,et al.  Indicators of ill-conditioned data sets and model misspecification in data envelopment analysis: an extended facet approach , 1996 .

[18]  R. Färe,et al.  Benefit and Distance Functions , 1996 .

[19]  Gang Yu,et al.  Construction of all DEA efficient surfaces of the production possibility set under the Generalized Data Envelopment Analysis Model , 1996 .

[20]  Donald R. Chand,et al.  An Algorithm for Convex Polytopes , 1970, JACM.

[21]  D. Luenberger Benefit functions and duality , 1992 .

[22]  Walter Briec,et al.  Hölder Distance Function and Measurement of Technical Efficiency , 1999 .

[23]  R. Färe,et al.  The measurement of efficiency of production , 1985 .

[24]  N. Petersen Data Envelopment Analysis on a Relaxed Set of Assumptions , 1990 .

[25]  A. Charnes,et al.  Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis , 1984 .

[26]  J. Wallenius,et al.  A Value Efficiency Approach to Incorporating Preference Information in Data Envelopment Analysis , 1999 .

[27]  Abraham Charnes,et al.  Measuring the efficiency of decision making units , 1978 .

[28]  H. Sherman,et al.  Bank branch operating efficiency: Evaluation with Data Envelopment Analysis , 1985 .

[29]  Walter Briec,et al.  Minimum Distance to the Complement of a Convex Set: Duality Result , 1997 .

[30]  M. J. Farrell,et al.  The Convexity Assumption in the Theory of Competitive Markets , 1959, Journal of Political Economy.