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The sum-product theorem and applications Avi Wigderson School of Mathematics Institute for Advanced Study
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Plan of the talk Background and statement of the S-P Theorem Applications of the Theorem to: -- Combinatorial Geometry -- Analysis/PDE -- Number Theory -- Group Theory -- Extractor Theory Sketch of the proof of S-P Theorem -- Balog-Szemeredi-Gowers Lemma -- Plunneke-Rusza Inequalities
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Sum-Product in the Reals F a field, A F A+A = { a+b : a,b A } A A = { a b : a,b A } A={1,2,3,…k} then |A+A| < 2|A| A={1,2,4,…2 k } then |AxA| < 2|A| Is there a set A for which both |A+A|, |A A| small? Thm[ES] F=R. >0 A either |A+A|>|A| 1+ or |A A|>|A| 1+
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Sum-Product in finite fields Thm[ES] F=R. >0 A either |A+A|>|A| 1+ or |A A|>|A| 1+ Can this be true in a finite field? But if A=F or too big… Assume |A|<|F|.9 But if A is a subfield… Assume no subfields Thm:[BKT,K] F=F p p prime. >0 A, |A|<|F|.9 either |A+A|>|A| 1+ or |A A|>|A| 1+ Variants for small subfields, rings, etc.
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Applications / Implications -- Combinatorial Geometry -- Analysis/PDE -- Number Theory -- Group Theory -- Extractor Theory
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Combinatorial Geometry P – a set of points in F 2 |P|=n L – a set of lines in F 2 |L|=n I = { (p,l) : point p is on line l } = incidences BEFORE S-P THM Trivial: Any plane |I| < n 3/2 Thm[ST,E] F=Reals |I| < n 4/3 USING S-P THM Thm[BKT] F=F p |I| < n 3/2-
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Analysis/PDE - Divergence of Fourier series in L p spaces (p 2) -Instability of solutions to wave equations [Kakeya]: Find the least area of a set S in R 2 containing a unit segment in every direction? [Besicovitch]: As small as you wish! Questions: Other measures (Hausdorff) Higher dimensions (R d )
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Besicovitch’ construction
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Kakeya’s problem:finite fields S (F p ) d a Kakeya set, if S contains a line in every possible direction (for large p). B(d) is the smallest r such that S, |S|= (p r ) Conjecture: B(d) = d BEFORE S-P THM Trivial: B(d) d/2 Thm[W]: B(d) d/2 +1 USING S-P THM Thm[BKT] B(d) d/2 +1 +10 -10
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Number Theory F=F p G multiplicative subgroup of F * S(a,G) = g G ag Fourier coefficient at a S(G) = max { |S(a,G)| : a F * } Trivial S(G) |G|. Want S(G) |G| 1- . BEFORE S-P THM |G| > p 1/2 [W]… p 3/7 [HB]… p 1/4 [KS] USING S-P THM Thm[BK] |G| > p implies S(G) |G| 1- ( ). Thm[BGK] |A| > p implies S(A k( ) ) |A k | 1- ( )
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Group Theory H a finite group, T a (symmetric) set of generators of H. Cay(H;T) the Cayley graph: g h iff gh -1 T. Diam(H;T) the diameter of Cay(H;T) (H;T): 2 nd e-val of random walk on Cay(H;T) Cay(H;T) expander (H;T) < 1- diam(H;T) < O(log |H|) H=SL(2,p), the group of 2 2 invertible matrices over F p BEFORE S-P THM Thm[S,LPS,M] Few T’s for which Cay(H;T) expands USING S-P THM Thm[H] T, diam(H;T) < polylog(|H|) Thm[BG] |T|=2, random, then Cay(H;T) expands whp not cyclic in SL(2,Z), then Cay(H;T) expands
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Extractors & Dispersers S a class of probability distributions on {0,1} n X S is often called a “weak source” of randomness f :{0,1} n {0,1} m which for all X S satisfies -- |f(X)| > (1- )2 m is called an (S, )-disperser -- |f(X) – U m | 1 < is called an (S, )-extractor Existence of f is a Ramsey/Discrepancy Theorem Want Explicit (polytime computable) f. Important research area with many applications.
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Affine sources f :{0,1} n {0,1} m which for all X S satisfies -- |f(X)| > (1- )2 m is called an (S, )-disperser -- |f(X) – U m | 1 < is called an (S, )-extractor S=L k : Affine subspaces of (F 2 ) n of dimension k. f optimal if m = (k) and = 2 (-k) BEFORE S-P THM Exists: Optimal affine extractor k>2log n Explicit: Optimal affine extractor k> n/2 USING S-P THM [BKSSW] Explicit affine disperser with m=1 k> n [B] Explicit optimal affine extractor k> n [GR] Extractors for large fields with low dimension
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Two independent sources f :{0,1} 2n {0,1} m which for all X S satisfies -- |f(X)| > (1- )2 m is called an (S, )-disperser (m=1 : bipartite Ramsey Graph) -- |f(X) – U m | 1 < is called an (S, )-extractor S=I k : { (X 1,X 2 ): H (X i ) k}. X i {0,1} n independent f optimal if m = (k) and = 2 (-k) BEFORE S-P THM [E] Exist optimal 2-source extractor k>2log n [CG,V] Explicit optimal 2-source extractor k> n/2 USING S-P THM [B] Explicit optimal 2-sourse extractor k>.4999n [BKSSW] Explicit 2-s disperser with m=1 k> n [BRSW] Explicit 2-s disperser with m=1 k> n
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Statistical version of S-P Thm A distribution on F p, H 0 (A) = log |supp(A)| H 2 H Shannon H 0 H 2 (A) = -log ||A|| 2 ( H (A) ) [BKT, K] H 0 (A) (1+ )H 0 (A) or H 0 (A A) > (1+ )H 0 (A) Want H 2 (A) (1+ )H 2 (A) or H 2 (A A) > (1+ )H 2 (A) False: A = (Arithmetic prog + Geometric prog)/2 [BKT, K] H 0 (A) (1+ )H 0 (A) [BIW] H 2 (A) (1+ )H 2 (A) up to exponential L1 error.
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Few Independent Sources A,B,C indep dist. on F p, r (A) = H 2 (A) / (log p) r = min { r(A), r(B), r(C) } [BIW] r (1+ )r r >.9 r(A B+C) = 1 Extractor from several independent sources f 1 (A 1,A 2,A 3 ) = A 1 A 2 +A 3 f t+1 (3 t+1 sources) = f 1 ( f t (3 t ), f t (3 t ), f t (3 t ) ) S = {(A 1,A 2,…A c ) indep sources on {0,1} n, H 2 (A i ) > k} [BIW] Opt explicit extractor for k= n, c=poly(1/ ) [R] Opt explicit extractor for k=n , c=poly(1/ )
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Statistical S-P & Condensers A,B,C indep dist. on F p, r(A) = H 2 (A) / (log p) r = min { r(A), r(B), r(C) } [BIW] r (1+ )r X distribution on {0,1} n r(X) = H 2 (X) / n f :{0,1} n ({0,1} m ) c is a condenser if X, r(X) (1+ )r(X) [BKSSW] X=(A,B,C) A, B, C, A B+C condenser Iterating… r= .9 with c=poly(1/ ) m= (n)
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Proof of the S-P theorem Thm [BKT] F=F p. 0 A, |A|=|F| either |A+A|>|A| 1+ or |A A|>|A| 1+ Proof[BIW] = ( ) Rational expression R(A) e.g (A+A-A A)/(A A A) = {(a 1 +a 2 -a 3 a 4 )/(a 5 a 6 a 7 )} Lemma 1: R 0 A |R 0 (A)|>|A| 1+ Lemma 2: |A+A|<|A| 1+ and |A A|<|A| 1+ then R c=c(R) |R(A)|<|A| 1+c B |B|>|A| 1-c and |R(B)|<|B| 1+c Lemma 1 + Lemma 2 imply Thm
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Proof of the Lemma 1 Lemma 1: R 0 A, |A|=|F| we have |R 0 (A)|>|A| 1+ Proof: Pigeonhole principle & k N, |F| 1/k N A’ = (A-A)/(A-A) |A’|=|F| ’ R 0 (A) = A’’ = (A’-A’)/(A’-A’) |A’’|=|F| ’’ Claim: (1/(k+1),1/k) ( |A| k < |F| < |A| k+1 ) ’ > 1/k ’’ > 1/(k-1) > (1+ ) Proof: Assume ’<1/k. Set 1=s 0,s 1,…,s k F s.t. j s j s 0 A’ + s 1 A’ +… + s j-1 A’ Define g:A k+1 F by g(x 0,x 1,…,x k ) = s i x i |A k+1 |>|F|. x y s i x i = s i y i j largest s.t. x j y j s j = i<j s i (x i -y i )/(x j -y j ) s 0 A’+ s 1 A’+… +s j-1 A’ #
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Ingredients for Lemma 2 G Abelian group. A G, >0 arbitrary. Thm[R] |A+A| < |A| 1+ |A-A| < |A| 1+2 Cor: R(A) large then P(A) large for a polynomial P Thm[P,R] |A+A| < |A| 1+ |A+kA| < |A| 1+k Thm[BS,G] ||A+A|| -1 < |A| 1+ A’ A, |A’|> |A| 1-5 but |A’+A’| < |A’| 1+5 All proofs: Graph Theory
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Conclusions & Problems -Sum-Product Theorem is fundamental! -Has many variants and extensions (e.g. to rings) -Has many more applications -What is the best in the S-P theorem? - in the Reals believed to be 1 - in finite fields cannot exceed 1/2 -2-source extractor for entropy <.4999n -2-source disperser for entropy << n o(1)
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