„Remember that all models are wrong; the practical question is how wrong do they have to be to not be useful.“
Quelle: Empirical Model-Building and Response Surfaces (1987), p. 74
Zitate von George Box
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George Box
Geburtstag: 18. Oktober 1919
Todesdatum: 28. März 2013
George Edward Pelham Box war ein britischer Statistiker und Professor der University of Wisconsin–Madison, an der er den Fachbereich für Statistik gegründet hat. Besonders bekannt wurde er durch seine Arbeiten zur Qualitätssicherung, Zeitreihenanalyse, Statistischen Versuchsplanung und der Bayesschen Statistik. Von ihm stammt das Zitat
„Essentially, all models are wrong, but some are useful“, auf Deutsch etwa „Ihrem Wesen nach sind alle Modelle falsch, aber einige sind nützlich“.
Zitate George Box
„The researcher hoping to break new ground in the theory of experimental design should involve himself in the design of actual experiments. The investigator who hopes to revolutionize decision theory should observe and take part in the making of important decisions.“
Quelle: Science and Statistics (1976), p. 792
„A mechanistic model has the following advantages:
1. It contributes to our scientific understanding of the phenomenon under study.
2. It usually provides a better basis for extrapolation (at least to conditions worthy of further experimental investigation if not through the entire range of all input variables).
3. It tends to be parsimonious (i. e, frugal) in the use of parameters and to provide better estimates of the response“
Quelle: Empirical Model-Building and Response Surfaces (1987), p. 13-14 as cited in: Andrew Odlyzko (2010) Social Networks and Mathematical Models http://www.dtc.umn.edu/~odlyzko/doc/ecra.westland.pdf Electronic Commerce Research and Applications 9(1): 26-28 (2010)
„I want to tell you how I got to be a statistician. I was, of course, born in England and in 1939… when war broke out in September of that year, although I was close to getting a degree in Chemistry, I abandoned that and joined the Army. They put me in the Engineers (and when I see a bridge I still catch myself calculating where I would put the charges to blow it up).
Before I could actually do any of that I was moved to a highly secret experimental station in the south of England. At the time they were bombing London every night and our job was to help to find out what to do if, one night, they used poisonous gas.
Some of England's best scientists were there. There were a lot of experiments with small animals, I was a lab assistant making biochemical determinations, my boss was a professor of physiology dressed up as a colonel, and I was dressed up as a staff sergeant.
The results I was getting were very variable and I told my colonel that what we really needed was a statistician.
He said "we can't get one, what do you know about it?"“
I said "Nothing, I once tried to read a book about it by someone called R. A. Fisher but I didn't understand it". He said "You've read the book so you better do it", so I said, "Yes sir"
An Accidental Statistician, 2010
„For the theory-practice iteration to work, the scientist must be, as it were, mentally ambidextrous; fascinated equally on the one hand by possible meanings, theories, and tentative models to be induced from data and the practical reality of the real world, and on the other with the factual implications deducible from tentative theories, models and hypotheses.“
Quelle: Science and Statistics (1976), p. 792
„Since all models are wrong the scientist cannot obtain a "correct" one by excessive elaboration. On the contrary following William of Occam he should seek an economical description of natural phenomena. Just as the ability to devise simple but evocative models is the signature of the great scientist so overelaboration and overparameterization is often the mark of mediocrity.“
Quelle: Science and Statistics (1976), p. 792
„One important idea is that science is a means whereby learning is achieved, not by mere theoretical speculation on the one hand, nor by the undirected accumulation of practical facts on the other, but rather by a motivated iteration between theory and practice.“
Quelle: Science and Statistics (1976), p. 791
„The penalty for scientific irrelevance is, of course, that the statistician's work is ignored by the scientific community.“
Quelle: Science and Statistics (1976), p. 798
„An innovative discussion of building empirical models and the fitting of surfaces to data. Introduces the general philosophy of response surface methodology, and details least squares for response surface work, factorial designs at two levels, fitting second-order models, adequacy of estimation and the use of transformation, occurrence and elucidation of ridge systems, and more. Some results are presented for the first time. Includes real-life exercises, nearly all with solutions.“
Introduction, book summary
Empirical Model-Building and Response Surfaces (1987)
„We have a large reservoir of engineers (and scientists) with a vast background of engineering know how. They need to learn statistical methods that can tap into the knowledge. Statistics used as a catalyst to engineering creation will, I believe, always result in the fastest and most economical progress…“
Statement of 1992, quoted in Introduction to Statistical Experimental Design — What is it? Why and Where is it Useful? (2002) Johan Trygg & Svante Wold
„Statistical criteria should (1) be sensitive to change in the specific factors tested, (2) be insensitive to changes, of a magnitude likely to occur in practice, in extraneous factors.“
G.E.P Box (1955); cited in: JOC/EFR (2006) " George Edward Pelham Box http://www-history.mcs.st-and.ac.uk/Biographies/Box.html" at history.mcs.st-and.ac.uk, Nov 2006.
„All models are wrong; some models are useful.“
For instance in George E. P. Box, William Hunter and Stuart Hunter, Statistics for Experimenters, second edition, 2005, page 440. See "All models are wrong".
„Essentially, all models are wrong, but some are useful.“
Quelle: Empirical Model-Building and Response Surfaces (1987), p. 424,
