On an intrinsic analysis of statistical estimation

作者: Josep M Oller , None

DOI: 10.1016/B978-0-444-81531-6.50030-1

关键词: Measure (mathematics)Statistical modelInvariant measureParametrizationMean squared errorMathematicsStatisticsApplied mathematicsEstimatorUpper and lower boundsParametric statistics

摘要: Abstract In this paper we start considering the non-invariant under reparametrizations behaviour of some classical statistical estimation analysis tools, like bias and mean square error, trying to motivate convenience developing an intrinsic estimation. The Riemannian structure regular parametric models allows us, through notion centre mass, define measure, independently model parametrization. Some consequences are outlined, in particular relationship between unbiasedness a lower bound for Rao distance, invariant measure analogous version Rao-Blackwell theorem. Furthermore, using average distance as global performance estimator over certain region, it is possible obtain strictly positive bounds measure. other aspects also discussed.

参考文章(9)
J. Burbea, Informative Geometry of Probability Spaces Defense Technical Information Center. ,(1984) , 10.21236/ADA150510
E. L. Lehmann, A General Concept of Unbiasedness Annals of Mathematical Statistics. ,vol. 22, pp. 587- 592 ,(1951) , 10.1214/AOMS/1177729549
Jacob Burbea, C.Radhakrishna Rao, Entropy differential metric, distance and divergence measures in probability spaces: A unified approach Journal of Multivariate Analysis. ,vol. 12, pp. 575- 596 ,(1982) , 10.1016/0047-259X(82)90065-3
Wilfrid S. Kendall, Probability, Convexity, and Harmonic Maps with Small Image I: Uniqueness and Fine Existence Proceedings of the London Mathematical Society. ,vol. s3-61, pp. 371- 406 ,(1990) , 10.1112/PLMS/S3-61.2.371
R. A. Fisher, Theory of Statistical Estimation Mathematical Proceedings of the Cambridge Philosophical Society. ,vol. 22, pp. 700- 725 ,(1925) , 10.1017/S0305004100009580
On the Mathematical Foundations of Theoretical Statistics Philosophical Transactions of the Royal Society A. ,vol. 222, pp. 309- 368 ,(1922) , 10.1098/RSTA.1922.0009
Strings: mathematical theory and statistical examples Proceedings of The Royal Society A: Mathematical, Physical and Engineering Sciences. ,vol. 411, pp. 155- 176 ,(1987) , 10.1098/RSPA.1987.0059
H. Karcher, Riemannian center of mass and mollifier smoothing Communications on Pure and Applied Mathematics. ,vol. 30, pp. 509- 541 ,(1977) , 10.1002/CPA.3160300502
C. Atkinson, Rao's distance measure Sankhya. ,vol. 43, pp. 345- 365 ,(1981)