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Maximum Entropy Econometrics: Robust Estimation with Limited Data

Maximum Entropy Econometrics: Robust Estimation with Limited Data

Автор: Amos Golan, George Judge & Douglas Miller, 324 стр., серия: "Series in Financial Economics and Quantitative Analysis", издатель: "John Wiley and Sons, Ltd", ISBN: 0-471-95311-3

In the theory and practice of econometrics the model, the method and the data are all interdependent links in information recovery-estimation and inference. Seldom, however, are the economic and statistical models correctly specified, the data complete or capable of being replicated, the estimation rules 'optimal and the inferences free of distortion. Faced with these problems, "Maximum Entropy Econometrics" provides a new basis for learning from economic and statistical models that may be non-regular in the sense that they are ill-posed or underdetermined and the data are partial or incomplete. By extending the maximum entropy formalisms used in the physical sciences, the authors present a new set of generalized entropy techniques designed to recover information about economic systems. The authors compare the generalized entropy techniques with the performance of the relevant traditional methods of information recovery and clearly demonstrate theories with applications including ...
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