Posts Tagged With: Error and the Growth of Experimental Knowledge review

Erich Lehmann: Neyman-Pearson & Fisher on P-values

IMG_1896

lone book on table

Today is Erich Lehmann’s birthday (20 November 1917 – 12 September 2009). Lehmann was Neyman’s first student at Berkeley (Ph.D 1942), and his framing of Neyman-Pearson (NP) methods has had an enormous influence on the way we typically view them.

I got to know Erich in 1997, shortly after publication of EGEK (1996). One day, I received a bulging, six-page, handwritten letter from him in tiny, extremely neat scrawl (and many more after that).  He began by telling me that he was sitting in a very large room at an ASA (American Statistical Association) meeting where they were shutting down the conference book display (or maybe they were setting it up), and on a very long, wood table sat just one book, all alone, shiny red.  He said he wondered if it might be of interest to him!  So he walked up to it….  It turned out to be my Error and the Growth of Experimental Knowledge (1996, Chicago), which he reviewed soon after[0]. (What are the chances?) Some related posts on Lehmann’s letter are here and here.

One of Lehmann’s more philosophical papers is Lehmann (1993), “The Fisher, Neyman-Pearson Theories of Testing Hypotheses: One Theory or Two?” We haven’t discussed it before on this blog. Here are some excerpts (blue), and remarks (black)

Erich Lehmann 20 November 1917 – 12 September 2009

Erich Lehmann 20 November 1917 – 12 September 2009

…A distinction frequently made between the approaches of Fisher and Neyman-Pearson is that in the latter the test is carried out at a fixed level, whereas the principal outcome of the former is the statement of a p value that may or may not be followed by a pronouncement concerning significance of the result [p.1243].

The history of this distinction is curious. Throughout the 19th century, testing was carried out rather informally. It was roughly equivalent to calculating an (approximate) p value and rejecting the hypothesis if this value appeared to be sufficiently small. … Fisher, in his 1925 book and later, greatly reduced the needed tabulations by providing tables not of the distributions themselves but of selected quantiles. … These tables allow the calculation only of ranges for the p values; however, they are exactly suited for determining the critical values at which the statistic under consideration becomes significant at a given level. As Fisher wrote in explaining the use of his [chi square] table (1946, p. 80):

In preparing this table we have borne in mind that in practice we do not want to know the exact value of P for any observed [chi square], but, in the first place, whether or not the observed value is open to suspicion. If P is between .1 and .9, there is certainly no reason to suspect the hypothesis tested. If it is below .02, it is strongly indicated that the hypothesis fails to account for the whole of the facts. We shall not often be astray if we draw a conventional line at .05 and consider that higher values of [chi square] indicate a real discrepancy.

Similarly, he also wrote (1935, p. 13) that “it is usual and convenient for experimenters to take 5 percent as a standard level of significance, in the sense that they are prepared to ignore all results which fail to reach this standard .. .” …. Continue reading

Categories: Neyman, P-values, phil/history of stat, Statistics | Tags: ,

Erich Lehmann: Statistician and Poet

Erich Lehmann 20 November 1917 – 12 September 2009

Erich Lehmann                       20 November 1917 –              12 September 2009

Memory Lane 1 Year (with update): Today is Erich Lehmann’s birthday. The last time I saw him was at the Second Lehmann conference in 2004, at which I organized a session on philosophical foundations of statistics (including David Freedman and D.R. Cox).

I got to know Lehmann, Neyman’s first student, in 1997.  One day, I received a bulging, six-page, handwritten letter from him in tiny, extremely neat scrawl (and many more after that).  He told me he was sitting in a very large room at an ASA meeting where they were shutting down the conference book display (or maybe they were setting it up), and on a very long, dark table sat just one book, all alone, shiny red.  He said he wondered if it might be of interest to him!  So he walked up to it….  It turned out to be my Error and the Growth of Experimental Knowledge (1996, Chicago), which he reviewed soon after. Some related posts on Lehmann’s letter are here and here.

That same year I remember having a last-minute phone call with Erich to ask how best to respond to a “funny Bayesian example” raised by Colin Howson. It is essentially the case of Mary’s positive result for a disease, where Mary is selected randomly from a population where the disease is very rare. See for example here. (It’s just like the case of our high school student Isaac). His recommendations were extremely illuminating, and with them he sent me a poem he’d written (which you can read in my published response here*). Aside from being a leading statistician, Erich had a (serious) literary bent. Continue reading

Categories: highly probable vs highly probed, phil/history of stat, Sir David Cox, Spanos, Statistics | Tags: ,

Erich Lehmann: Statistician and Poet

Erich Lehmann 20 November 1917 – 12 September 2009

Erich Lehmann                       20 November 1917 –              12 September 2009

Today is Erich Lehmann’s birthday. The last time I saw him was at the Second Lehmann conference in 2004, at which I organized a session on philosophical foundations of statistics (including David Freedman and D.R. Cox).

I got to know Lehmann, Neyman’s first student, in 1997.  One day, I received a bulging, six-page, handwritten letter from him in tiny, extremely neat scrawl (and many more after that).  He told me he was sitting in a very large room at an ASA meeting where they were shutting down the conference book display (or maybe they were setting it up), and on a very long, dark table sat just one book, all alone, shiny red.  He said he wondered if it might be of interest to him!  So he walked up to it….  It turned out to be my Error and the Growth of Experimental Knowledge (1996, Chicago), which he reviewed soon after. Some related posts on Lehmann’s letter are here and here.

That same year I remember having a last-minute phone call with Erich to ask how best to respond to a “funny Bayesian example” raised by Colin Howson. It is essentially the case of Mary’s positive result for a disease, where Mary is selected randomly from a population where the disease is very rare. See for example here. (It’s just like the case of our high school student Isaac). His recommendations were extremely illuminating, and with them he sent me a poem he’d written (which you can read in my published response here*). Aside from being a leading statistician, Erich had a (serious) literary bent.

Juliet Shafer, Erich Lehmann, D. Mayo

Juliet Shafer, Erich Lehmann, D. Mayo

The picture on the right was taken in 2003 (by A. Spanos).

Mayo, D. G (1997a), “Response to Howson and Laudan,” Philosophy of Science 64: 323-333.

(Selected) Books

  • Testing Statistical Hypotheses, 1959
  • Basic Concepts of Probability and Statistics, 1964, co-author J. L. Hodges
  • Elements of Finite Probability, 1965, co-author J. L. Hodges
  • Lehmann, Erich L.; With the special assistance of H. J. M. D’Abrera (2006). Nonparametrics: Statistical methods based on ranks (Reprinting of 1988 revision of 1975 Holden-Day ed.). New York: Springer. pp. xvi+463. ISBN 978-0-387-35212-1. MR 2279708.
  • Theory of Point Estimation, 1983
  • Elements of Large-Sample Theory (1988). New York: Springer Verlag.
  • Reminiscences of a Statistician, 2007, ISBN 978-0-387-71596-4
  • Fisher, Neyman, and the Creation of Classical Statistics, 2011, ISBN 978-1-4419-9499-8 [published posthumously]

Articles (3 of very many)

Categories: philosophy of science, Statistics | Tags: ,

SF conferences & E. Lehmann

I’m jumping off the Island for a bit.  Destination: San Francisco, a conference on “The Experimental Side of Modeling” http://www.isabellepeschard.org/ .  Kuru makes a walk on appearance in my presentation, “How Experiment Gets a Life of its Own”.  It does not directly discuss statistics, but I will post my slides.

The last time I was in SF was in 2003 with my econometrician colleague, Aris Spanos.  We were on our way to Santa Barbara to engage in an unusual powwow on statistical foundations at NCEAS*, and stopped off in SF to meet with Erich Lehmann and his wife, Julie Shaffer.   We discussed, among other things, this zany idea of mine to put together a session for the Second Lehmann conference in 2004 that would focus on philosophical foundations of statistics. (Our session turned out to include David Freedman and D.R. Cox). Continue reading

Categories: philosophy of science, Statistics | Tags: , , , , ,

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