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Variables (1) Bias-adjusted coefficients 95% Bootstrap confidence intervals (2) Bias-adjusted coefficients 95% Bootstrap confidence intervals (3) Bias

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illustrated below: (10) We need to avoid the bias correction illustrated in ( 9 ) unless: (11) Following Shephard ( 1970 ) the input distance function can be expressed as then we can construct bootstrap confidence intervals for as

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