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Benfords law The amusing and excellent law of Benfords law Benford References Principles of Complex Systems Course 300, Fall, 2008 Prof. Peter Dodds Department of Mathematics & Statistics University of Vermont Licensed under the


  1. Benford’s law The amusing and excellent law of Benford’s law Benford References Principles of Complex Systems Course 300, Fall, 2008 Prof. Peter Dodds Department of Mathematics & Statistics University of Vermont Licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License . Frame 1/8

  2. Benford’s law Outline Benford’s law References Benford’s law References Frame 2/8

  3. Benford’s law Benford’s law—The law of first digits Benford’s law References ◮ First observed by Simon Newcomb [2] in 1881 “Note on the Frequency of Use of the Different Digits in Natural Numbers” ◮ Independently discovered by Frank Benford in 1938. ◮ Newcomb almost always noted but Benford gets the stamp ◮ P ( first digit = d ) ∝ log b ( d + 1 / d ) for numbers is base b Frame 3/8

  4. Benford’s law Benford’s Law—The law of first digits Benford’s law References Observed for ◮ Fundamental constants (electron mass, charge, etc.) ◮ Utilities bills ◮ Numbers on tax returns ◮ Death rates ◮ Street addresses ◮ Numbers in newspapers Frame 4/8

  5. Benford’s law Benford’s law Benford’s law Real data References . Hill (1998) [1] From ‘The First-Digit Phenomenon’ by T. P Frame 5/8

  6. Benford’s law Essential story Benford’s law References ◮ P ( first digit = d ) ∝ log b ( d + 1 / d ) ◮ � d + 1 � P ( first digit = d ) ∝ log b d ◮ P ( first digit = d ) ∝ log b ( d + 1 ) − log b ( d ) ◮ So numbers are distributed uniformly in log-space: P ( ln x ) d ( ln x ) ∝ 1 · d ( ln x ) = x − 1 d x ◮ Power law distributions at work again... ( γ = 1) Frame 6/8

  7. Benford’s law A different Benford Benford’s law References Not to be confused with Benford’s law of controversy: ◮ “Passion is inversely proportional to the amount of real information available.” Gregory Benford, Sci-Fi writer & Astrophysicist Frame 7/8

  8. Benford’s law References I Benford’s law References T. P . Hill. The first-digit phenomenon. American Scientist , 86:358–, 1998. S. Newcomb. Note on the frequency of use of the different digits in natural numbers. American Journal of Mathematics , 4:39–40, 1881. pdf ( ⊞ ) Frame 8/8

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