Surprises in Experimental Mathematics Michael I. Shamos School of Computer Science Carnegie Mellon University MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Mathematical Discovery • Where do theorems come from? • Theorem easy to conjecture, proof is hard – Fermat’s last theorem, four-color theorem • Theorem surprising, but results from a logical investigation – Fundamental theorem of algebra • Theorem difficult to invent, straightforward to prove – Hadamard three-circles theorem – Where do these come from? MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Hadamard Three-Circles Theorem • If f(z) is holomorphic (complex differentiable) on the annulus a z b centered at the origin and M (r ) sup f ( z ) z r • then b b log log M ( r ) log log M (a) a r r log log M (b) a b r a • • M (b) MCGILL UNIVERSITY M (a) • How was this theorem ever conjectured? M (r ) SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Outline • The problem 1 – Closed-form expression for (3) 3 1.2020569031... k 1 k • The approach – Build a catalog of real-valued expressions indexed by first 20 digits – Equivalent expressions will “collide” – Look up 1.20205690315959428539 • The discoveries – The Partial Sum Theorem – Overcounting functions – How many ways can n be expressed as an integer power k j ? 1 – Expression for 2 k k 1 2 – ... MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS The Problem • Closed form expressions for values of the zeta 1 function (s) k k 1 s • Euler found an expression for all even values of s: (1) s 1 22 s 1 B2 s 2 s (2s) (2s)! 1 n 1 n 1 Bk ; Bn n 1 k 0 k (2s ) B1 1 2 2s is a rational multiple of • No expression is known for even a single odd value, e.g. (3) MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS The Catalog • Some values of (n): 2 4 176411 20 (2) ; (4) ; (20) 6 90 1531329465 290625 176411 20 1.0000009539620338727941 (20) 1531329465 290625 1.0823232337111381915160 (4) 4 90 1 1.2020224917616113171527 2Catalan 1 1.2020569031595942853997 (3) ? 1.6449340668482264364724 (2) 2 6 (1) k 0.91596559417721901505 Catalan 2 k 0 (2k 1) MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Other Catalogs • Sloane’s Encyclopedia of Integer Sequences – Terrific, but for integer sequences, not reals • Plouffe’s Inverter – Huge (215 million entries), but not “natural” expressions from actual mathematical work • Simon Fraser Inverse Symbolic Calculator – 50 million constants MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Discovery A (k ) k 1 2k 2 1 p 2 p prime where (k ) is the number of primes k • Is this a coincidence? • Why the factor of 2? • Is there a general principle at work? – In fact, (k ) k 1 ak MCGILL UNIVERSITY a 1 a 1 p prime a p SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Observation (k ) is a partial sum function, i.e., (k ) 1 p prime pk More generally, (k ) is the partial sum function of the indicator function of the property “primeness”: (k ) 1, j prime where I prime ( j ) 0, otherwise k I prime( j ), j 1 So (k ) k 1 2k 2 1 p p prime 2 (k ) f (k ) k 1 1 can be rewritten as: p 1 p prime 2 g (k ) p prime I k 1 prime (k ) g (k ) where f and g are “related” MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS The Partial Sum Theorem (New) • Given a sequence S of complex numbers s(k), let t ( n) n s(k ) be the sequence of partial sums of S. k 1 • Given a function f, if certain convergence criteria are satisfied, then PARTIAL TAILS OF f ( k ) t (k ) f (k ) k 1 s( j ) g ( j ) j 1 PARTIAL SUMS OF s( j ) where g ( j) f (k ) k j (the partial tails of f) is a transform of f independent of s & t MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Partial Sum Functions • Many sequences are partial sum functions: H ( n) H (s) ( n) n 1 k 1 k n 1 k k 1 the harmonic function n 1 n k 1 2 n 2 4n 6 6 2n k2 k k 1 2 1 2 n log (n) generalized harmonic function s n n log k k 1 • Actually, every sequence is the partial sum function of some other sequence MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Some Partial Sum Transforms f (k ) g ( j ) f (k ) f (k ) g ( j) k j ( j ,1) e 1 ( j ) 1 ak 1 (a 1)a j 1 1 k2 k 1 j k 2 k 1 (k 2)! 1 k3 k 1 2 j ( j 1) sin k ak ( 1) k k 2 1 (1) j 2 j ( j 1) 1 k ak n 1 i 0 (k i ) 1 k! 1 n (1)i S1 (n, i) j i 1 n 1 i 1 MCGILL UNIVERSITY 1 SEPTEMBER 21, 2007 1 2k k j ( j 1)! sin( 1 j ) a sin j a j 1 1 a 2 2 a cos 1 1 a , j, 0 ( j ) 4 j ( j ½ ) F 1, j 1, j ½, ¼ 2 1 COPYRIGHT © 2007 MICHAEL I. SHAMOS Some Partial Sum Transforms k 1 j 1 1 t ( k ) ak k 1 k 2 k 1 t (k ) (k 2)! k 1 (1) k t (k ) 2 k 1 k 2 (1) j s( j ) 2 j ( j 1) j 2 MCGILL UNIVERSITY j 1 s( j ) j 1 1 t ( k ) 2k k 1 k SEPTEMBER 21, 2007 sin( 1 j ) a sin j a j 1 1 a 2 2 a cos1 1 s ( j ) , j, 0 a j 1 1 t (k ) k ka k 1 1 j ( j 1)! s( j ) n (1)i S1 (n, i) j i 1 j 1 n 1 i 1 s( j ) sin k t (k ) k a k 1 1 s ( j ) 2 j ( j 1) j 2 1 t ( k ) k! k 1 1 s( j ) j j 1 1 t (k ) 3 k k k 2 ( j,1) s ( j ) e 1 ( j ) j 1 t (k ) k 1 i 0 ( k i ) j 1 1 s( j ) (a 1)a j 1 j 1 1 t (k ) 2 k k k 1 n k 1 t (k ) f (k ) s( j ) g ( j ) t (k ) f (k ) s( j ) g ( j ) s ( j ) ( j ) 2 F1 1, j 1, j ½, ¼ j 4 ( j ½ ) j 1 COPYRIGHT © 2007 MICHAEL I. SHAMOS Partial Sum Theorem (Proof) • Consider the upper triangular matrix mi , j s (i ) f ( j ), s (1) f (1) s (1) f (2) s (1) f (3) s (1) f (4) s (2) f (2) s (2) f (3) s (2) f (4) 0 0 0 s (3) f (3) s (3) f (4) 0 0 s (4) f (4) 0 0 0 0 0 0 0 HEADS 0OF s 0 = t(i)0 0 0 0 Column sums are MCGILL UNIVERSITY t (k ) f (k ) SEPTEMBER 21, 2007 s (1) f (5) s (2) f (5) s (3) f (5) s (4) f (5) s (5) f (5) 0 0 ij: ... TAILS OF f ... = g(j) ... Row ... sums ... are s( j ) g ( j ) ... ... COPYRIGHT © 2007 MICHAEL I. SHAMOS The Convergence Criteria t (k ) f (k ) k 1 s (k ) g (k ) iff k 1 1. All sums g(k) converge 2. s(k ) g (k ) converges; and k 1 3. lim t (n) g (n) 0 n Proof: By Markoff’s theorem on convergence of double series MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Further Applications • The number of perfect n th powers k is n k • The number of positive integers powers of a k is log a k • Therefore, by inspection, log a k 2 k 2 k k 1 n n a positive 1 1 j a a 1 j 1 * power of a k k k k 1 m 2 2 (k ) 3 k 2 k k n a perfect m th power p prime (2k 1) (k ) 2 2 k 2 k k 1 MCGILL UNIVERSITY 1 n j 1 1 p ( p 1) * p prime 1 ( m) jm * k (k ) ( k 1 )! k 2 * 1 2 p (Old) SEPTEMBER 21, 2007 (k ) k 1 k p prime 1 p! * log (2k ) COPYRIGHT © 2007 MICHAEL I. SHAMOS The Inverse Transform t (k ) f (k ) k 1 s( j ) g ( j ) j 1 • Given g(j), how can we find f(k)? • Since g is a sum of f’s, f is the sequence of finite differences of g : f (k ) g ( j) k j f (k ) g ( j 1) k j 1 • Subtracting, f ( j ) g ( j ) g ( j 1) MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Some Inverse Transforms g ( j) g ( j ) f (k ) g (k ) g (k 1) f (k ) 1 ja (k 1) a k a k a (k 1) a 1 aj a 1 a k 1 1 j j! 1 j 1 1 (k 1)( k 2) 1 j! j! k 2 2k (k 1)!(k 1)! (1) j j ( j 1) 2(1) k k (k 2) 1 jaj a k ak k (k 1)a k 1 1 j! 1 Fj MCGILL UNIVERSITY SEPTEMBER 21, 2007 k (k 1)! k 2 k 1 k (k 1)(k 1)! Fk 1 Fk Fk 1 COPYRIGHT © 2007 MICHAEL I. SHAMOS Some Inverse Transforms s( j ) g ( j ) j 1 1 s ( j ) ja j 1 1 s( j ) j a j 1 t (k ) f (k ) k 1 s( j ) g ( j ) (k 1) a k a t (k ) a k (k 1) a k 1 s( j ) j 1 j j! 2(1) k t (k ) k 1 k (k 2) s( j ) j 1 j! j! s( j ) j j 1 j a s( j ) j 1 F j MCGILL UNIVERSITY k 1 s( j ) j! j 1 a 1 t (k ) k 1 a k 1 (1) j s( j ) j ( j 1) j 1 t (k ) f (k ) t (k ) k 1 ( k 1)( k 2) j 1 1 s( j ) j 1 j 1 SEPTEMBER 21, 2007 t (k ) k 1 k (k 1)! k 2 k 1 t (k ) k (k 1)( k 1)! k 1 k 2 2k t (k ) (k 1)!(k 1)! k 1 a k ak t (k ) k (k 1)a k 1 t (k ) k 1 k 1 Fk 1 Fk Fk 1 COPYRIGHT © 2007 MICHAEL I. SHAMOS The Partial Integral Theorem * • Given a function s(x), let t(y) be the “left integral” of s : y t ( y) s( x) dx 0 • Given a function f(y), if certain convergence criteria are satisfied, RIGHT INTEGRAL OF f ( y ) then t ( y) f ( y) dy 0 s( x) g ( x) dx 0 LEFT INTEGRAL OF s(x) where g ( x) f ( y) dx x (the right integral of f) is a transform of f independent of s & t MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Example 1 1 ; f ( x ) x2 1 ( x 1) 2 s ( x) y t ( y) s( x) dx arctan y ; g ( x) 0 x Therefore, f ( y) dy arctan x 0 ( x 1)2 dx 1 x 1 dx 0 ( x 1)( x 2 1) Note: if s(x) is a probability density then t(y) is its cumulative distribution function MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Example Consider the special case in which f ( x) e This implies x f ( x) g ( x) . So t ( x) e dx x 0 0 e x dx 2 x 1 e x arctan x dx x s ( x ) e dx 0 cos1 2 0 ci(1) sin 1 si (1) cos1 1 0.8 e x x2 1 0.6 e x arctan x 0.4 0.2 1 MCGILL UNIVERSITY 2 3 4 SEPTEMBER 21, 2007 5 6 COPYRIGHT © 2007 MICHAEL I. SHAMOS Example 1 s ( x) x2 1 ; t ( x) arcsinh x ; sinh x 1 x x e e 2 x e arcsinh x dx ??? Mathematica gives up. 0 0 e x x 1 2 dx 2 H 0 (1) Y0 (1) 0.7546100258 Mathematica has no problem Struve function Bessel function What about Risch’s theorem? Risch, R. “The Solution of the Problem of Integration in Finite Terms.” Bull. Amer. Math. Soc., 1-76, 605-608, 1970. MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Discovery B 1 (2) (3) 3 j 1 k 1 (k j ) • 1 3 must exceed j 1 k 1 ( k j ) 1 1 2 3 k k 1 k 1 (3) 1 , 3 k 2 k but by how much? • Is there a general principle at work? – In fact, 1 (s 1) (s) s j 1 k 1 (k j ) MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Overcounting Functions Let S and f ( k ) S k 1 f ( g (k , j)) , j 1 k 1 where g (k , j ) ranges over the natural numbers 1. Every term of S+ occurs at least once in S. 2. In general, S+ overcounts S, since some terms of S occur many times in S+ 3. If Kg(k) is the number of times f(k) is included in S+, then S f ( g (k , j)) j 1 k 1 K k 1 g (k ) f (k ) where Kg(k) depends only on g and not on f . MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Examples • Let g(k, j) = k + j . How many ordered pairs (k, j) of natural numbers give k + j = n? Answer: Kk+j (n) = n - 1 • Therefore, by inspection, 1 s j 1 k 1 (k j ) j 1 k 1 (k j ) 2k j 1 1 s 1 s ( s 1) ( s) n n 1 n n 1 2 n ( n) 8 n 1 2 1 j 1 k 1 (k j )! MCGILL UNIVERSITY n 1 s n 1 n n 1 e e 1 1 n 1 n ! SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Examples • Let g(k, j) = k • j . How many ordered pairs (k, j) give k • j = n? Answer: Kk•j (n) = d(n), the number of divisors of n . • Therefore, by inspection 1 s j 1 k 1 (k j ) 1 k j j 1 k 1 a d (n) 2 ( s) s n 1 n 1 d ( n) j n a 1 a j 1 n 1 1 j 1 k 1 (k j )! MCGILL UNIVERSITY d (n) 2.4810610197 907626979 ... n 1 n ! SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Enumerating Non-Trivial Powers • Let g(k, j) = k j. How many ordered pairs (k, j) give k j = n? Or, how many ways K(n) can n be expressed as a positive integral power of a positive integer? • Let n p1 1 p2 2 ... be the prime factorization of n e e • n can be a non-trivial power of an integer > 1 iff G(n) = gcd(e1, e2, . . . ) exceeds 1; otherwise K(n) = 1. • Suppose b > 1 divides G(n). Then n p1 1 p2 2 ... b , where each of the ei /b is a natural number, so n is the b th power of a natural number e /b e /b • Suppose c > 1 does not divide G(n). Then at least one of the exponents ei /c is not a natural number and n is not the c th power of a natural number. Therefore, K k j (n) d (gcd( exponents of the prime factorizat ion of n )) * MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS A Remarkable Series • Let S 1 ( s) 1 . s k 2 k 1 S j s j 1 k 2 (k ) S S K n 1 k j ( n ) n n2 1 k js k 2 j 1 (n) 1k s 1 1 1 k s 1 k 2s k s k s Then 1 s k 2 k 1 k j (n s) 1 n 1 ( n) k s S S yields the “overcounting” function n 1 ( n ) n n2 d (G (n)) 1 n n2 (Old) s 1 2s ns n2 n 1 1 * 2 n2 n n 1 1 1 2 1 1 1 1 1 3 ... 4 8 9 16 25 27 32 36 49 64 MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Goldbach’s Theorem • In 1729, Christian Goldbach proved that 1 1 1 1 1 1 1 1 ... q 1 3 7 8 15 24 26 1 q 1 q a non trivial integerpower q a non trivial integerpower 1 1 k q a non trivial k 1 q (k ) 1 k k 1 integerpower 1 1 1 2 1 1 1 1 1 3 ... 4 8 9 16 25 27 32 36 49 64 42 43 82 162 MCGILL UNIVERSITY SEPTEMBER 21, 2007 3 256 44 . . . 83 163 COPYRIGHT © 2007 MICHAEL I. SHAMOS Discovery C q a non trivial integerpower 1 1 q 1 What is q a non trivial integerpower q a non trivial integerpower q a non trivial integerpower (k ) 1 (Old) k 1 1 ??? q 1 (k ) (k ) 1 .87446436840494486669 ... * q k 2 k 1 1, (k ) (1) n , k a product of n distinct primes 0, k has a repeated prime factor 1 1 q(q 1) MCGILL UNIVERSITY (k ) (k ) 1 k 2 SEPTEMBER 21, 2007 * COPYRIGHT © 2007 MICHAEL I. SHAMOS Discovery D k 1 (k ) * 2k 1 , p 2 1 p prime where (k ) is the number of distinct prime factors of k 1 a k (a 1) • Since the partial sum function of k is a 1 a 2 k 1 a k 1 a k 1 k 1 (k ) a k 1 p p prime a 1 MCGILL UNIVERSITY (k ) a k a k 1 2 k 1 SEPTEMBER 21, 2007 a k 1 a 1 k , a 1 COPYRIGHT © 2007 MICHAEL I. SHAMOS Discovery E For c > 1 real and p prime, 1 c pj j 1 k 1 (k p) ck p 1 In particular, 2 j 1 j 1 2j 1 2 1 2j k 1 1 k 1 MCGILL UNIVERSITY k 1 ( 2k ) 2k 1 ( 2k ) 2 1 k ( 2k ) 4k 1 k 1 (2k 1) 22 k 1 1 1 k 1 log k k2 k 1 2 1 2 k 0 ( 2k ) 4k 1 SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS 2k Results The counting function Kmax(n) of max(k, j) is 2n-1. So 2 k 1 j 1 1 max( k , j ) 2k 1 3 k 2 k 1 1 max( k , j )! k 1 j 1 1 3 max( k , j ) k 1 j 1 2k 1 e 1 k ! k 1 2k 1 2 (3) 3 k 3 k 1 The counting function Klcm(n) of lcm(k, j) is d(n 2). So 1 s lcm ( k , j ) k 1 j 1 MCGILL UNIVERSITY d (k 2 ) 3 ( s) a k ( 2a ) k 1 SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS The First-Digit Phenomenon • Given a random integer, what is the probability that its leading digit is a 1? • Answer: depends on the distribution from which k is chosen • If k is chosen uniformly in [1, n], then let p(d, n) be the probability that the leading digit of k is d • For n = 19+, 5/9 < p(1,n) < .579; 1/19 p(9,n) < 1/18 • For n = 9+, p(1,n) = 1/9; p(9,n) = 1/9 • The “average” is log10(1+1/d) • {.301, .176, .124, .097, .079, .066, .058, .051, .046} MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Relative Digit Frequency (Benford’s Law) 0.35 0.3 log10(1+1/d) 0.25 0.2 Benford 0.15 0.1 0.05 0 1 2 MCGILL UNIVERSITY 3 4 5 6 SEPTEMBER 21, 2007 7 8 9 COPYRIGHT © 2007 MICHAEL I. SHAMOS Relative Digit Frequency 0.35 0.3 0.25 0.2 Benford Catalog Frac 0.15 0.1 0.05 0 1, 0 2, 1 MCGILL UNIVERSITY 3, 2 4, 3 5, 4 6, 5 7, 6 SEPTEMBER 21, 2007 8, 7 9, 8 9 COPYRIGHT © 2007 MICHAEL I. SHAMOS First-Digit Phenomenon 0.35 0.3 0.25 0.2 Benford Log[11,1+1/d] Catalog Frac 0.15 0.1 0.05 0 0, 1 1, 2 MCGILL UNIVERSITY 2, 3 3, 4 4, 5 5, 6 6, 7 SEPTEMBER 21, 2007 7, 8 8, 9 9 COPYRIGHT © 2007 MICHAEL I. SHAMOS Major Ideas • For mathematicians: – How to populate the catalog – How to generalize from discoveries • For computer scientists: – Use in symbolic manipulation systems • For data miners: – How to mine the catalog, i.e. how to find new relations • For statisticians: 0 0 – How to use the fact that P( y) f ( y) dy p( x) g ( x) dx where P is the cumulative distribution of density p MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS A Parting Philosophy “The object of mathematical rigor is to sanction and legitimize the conquests of intuition, and there was never any other object for it.” Jacques Hadamard (as quoted by Borel in 1928) MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Q&A MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Results (k ) k k 2 k k 2 2 (k 1) (k ) 2 (k 1) (k ) 1 (k 1) k 2 k (k ) ( 1 ) 1 (k 1) k 2 1 k k 2 2 (k ) (k ) k 2 k ( k ) 2 1 (k ) 2 k 1 k (2k 1) k 1 2k 1 (k ) 1 (2) (3) 1 p( p 1) (6) p prime (k ) 1 k 2 d (k ) k 2 k ( k 1) n! is the nearest integer to (1) MCGILL UNIVERSITY n 1 (n) log n k (2) 2 k k 2 SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Hypergometric Functions (a) k (b) k z k 2 F1 a, b; c; z (c ) k k! k 0 where (a) k a(a 1) . . . (a k 1) (a k ) / (a) 2 • F1 a, b; c; z (c ) b 1 c b a t ( 1 t ) ( 1 tz ) dt (b)(c b) 0 1 The 2 F1 a, b; c; z are solutions of the hypergeometric differential equation: z (1 z ) y [c (a b 1) z ] y a b y 0 MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Partial Sum Theorem (Proof) • Consider the upper triangular matrix mi , j s (i ) f ( j ), ij • The sum of row i is m i, j j 1 s(i) f ( j ) s(i) g (i) j i • The sum of column j is m i 1 i, j j f ( j ) s(i) t ( j ) f ( j ) i 1 • The sum of the row sums equals the sum of the columns sums precisely when the conditions of Markoff’s theorem are satisfied. QED MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS Correspondence with Plouffe 0.7 0.6 0.5 0.4 Catalog Int Benford Log[11,1+1/d] Catalog Frac 0.3 0.2 0.1 0 0, 1 1, 2 MCGILL UNIVERSITY 2, 3 3, 4 4, 5 5, 6 6, 7 SEPTEMBER 21, 2007 7, 8 8, 9 9 COPYRIGHT © 2007 MICHAEL I. SHAMOS First-Digit Phenomenon SOURCE: SIMON PLOUFFE MCGILL UNIVERSITY SEPTEMBER 21, 2007 COPYRIGHT © 2007 MICHAEL I. SHAMOS First Digit Frequency 0.7 0.6 0.5 0.4 Catalog Int Benford Catalog Frac 0.3 0.2 0.1 0 0, 1 1, 2 MCGILL UNIVERSITY 2, 3 3, 4 4, 5 5, 6 6, 7 SEPTEMBER 21, 2007 7, 8 8, 9 9 COPYRIGHT © 2007 MICHAEL I. SHAMOS Correspondence with Plouffe 0.7 0.6 0.5 0.4 Catalog Int 0.3 0.2 0.1 0 0 1 MCGILL UNIVERSITY 2 3 4 5 SEPTEMBER 21, 2007 6 7 8 9 COPYRIGHT © 2007 MICHAEL I. SHAMOS