Titlebook: Statistical Theory and Computational Aspects of Smoothing; Proceedings of the C Wolfgang Härdle,Michael G. Schimek Conference proceedings 1

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A Personal View of Smoothing and Statistics, that the field of data based smoothing parameter selection has matured to the point that effective methods are ready for use as defaults in software packages. A broader lesson available from the discussion is: a combination of computational methods and mathematical statistics is a powerful research tool.

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Extreme Percentile Regression, The estimation is performed by maximum penalized likelihood, exploiting results from extreme value theory. Confidence bands for the true conditional percentile are constructed using a bootstrap algorithm.

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Comments,I am very grateful for the opportunity to contribute to the discussion of these three fine papers on smoothing.

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