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perils of parameterization

What he might do with 6 parameters?...

I came across and had to share this excellent vignette by Freeman Dyson on the perils of excess model parameterization…

In desperation I asked Fermi whether he was not impressed by the agreement between our calculated numbers and his measured numbers. He replied, “How many arbitrary parameters did you use for your calculations?” I thought for a moment about our cut-off procedures and said, “Four.” He said, “I remember my friend Johnny von Neumann used to say, with four parameters I can fit an elephant, and with five I can make him wiggle his trunk.”

back-testing, strategy development

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