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The measurement of relative efficiency using data envelopment analysis with assurance regions that link inputs and outputs
Authors:M Khalili  AS Camanho  MCAS Portela  MR Alirezaee
Institution:1. Iran University of Science and Technology, Tehran, Iran;2. Faculdade de Engenharia da Universidade do Porto, Portugal;3. Universidade Católica Portuguesa, Porto, Portugal
Abstract:The most popular weight restrictions are assurance regions (ARs), which impose ratios between weights to be within certain ranges. ARs can be categorized into two types: ARs type I (ARI) and ARs type II (ARII). ARI specify bounds on ratios between input weights or between output weights, whilst ARII specify bounds on ratios that link input to output weights. DEA models with ARI successfully maximize relative efficiency, but in the presence of ARII the DEA models may under-estimate relative efficiency or may become infeasible. In this paper we discuss the problems that can occur in the presence of ARII and propose a new nonlinear model that overcomes the limitations discussed. Also, the dual model is described, which enables the assessment of relative efficiency when trade-offs between inputs and outputs are specified. The application of the model developed is illustrated in the efficiency assessment of Portuguese secondary schools.
Keywords:Data envelopment analysis  Weight restrictions  Assurance regions type II
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