Inference and Prediction

作者: Qiang Wu , Paul Vos

DOI: 10.1016/BS.HOST.2018.06.004

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摘要: Abstract This chapter reviews some basic concepts in statistical inference and prediction. Sufficiency the likelihood principle are backbones of parametric inference. Method moments maximum among most popular methods point estimation. Finite sample properties estimators assessed using bias, variance, or mean squared error, while asymptotic pertain to behavior when size approaches infinity. Confidence intervals their relationship hypothesis testing described. Additional topics include Bayesian statistics, prediction, model selection.

参考文章(70)
William Hirstein, Vilayanur S. Ramachandran, The perception of phantom limbs ,(1998)
Bruno de Finetti, Foresight: Its Logical Laws, Its Subjective Sources Springer, New York, NY. pp. 134- 174 ,(1992) , 10.1007/978-1-4612-0919-5_10
Frank P. Ramsey, Truth and Probability Histoy of Economic Thought Chapters. pp. 21- 45 ,(2016) , 10.1007/978-3-319-20451-2_3
Robert A. Garrott, Fred G.R. Watson, Patrick J. White, The ecology of large mammals in central Yellowstone : sixteen years of integrated field studies Academic Press, an imprint of Elsevier. ,(2009)
C. Radhakrishna Rao, Information and the Accuracy Attainable in the Estimation of Statistical Parameters Bull Calcutta. Math. Soc.. ,vol. 37, pp. 235- 247 ,(1992) , 10.1007/978-1-4612-0919-5_16
Robert Tibshirani, Trevor Hastie, Jerome H. Friedman, The Elements of Statistical Learning ,(2001)
Simon Popy, Lucio Bordignon, Roger Prodon, A weak upward elevational shift in the distributions of breeding birds in the Italian Alps Journal of Biogeography. ,vol. 37, pp. 57- 67 ,(2009) , 10.1111/J.1365-2699.2009.02197.X
Paul M. Churchland, Matter and consciousness ,(1984)
Ronald Fisher, The Design of Experiments ,(1935)
George E. P. Box, William G. Hunter, J. Stuart Hunter, Statistics for experimenters : design, innovation, and discovery John Wiley & Sons. ,(2005)