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Bo102010 comments on Mathematical simplicity bias and exponential functions - Less Wrong
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This is consistent with my experience...
I've always been skeptical of very simple models to describe large behaviors, but in my first EE labs classes I was astounded at how well a very simple superposition of functions described empirical measurements.