Packing nearly optimal Ramsey R(3, t) graphs
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1 Packing nearly optimal Ramsey R(3, t) graphs He Guo Joint work with Lutz Warnke
2 Context of this talk Ramsey number R(s, t) R(s, t) := minimum n N such that every red/blue edge-coloring of complete n-vertex graph K n contains red K s or blue K t Major problem in combinatorics: determining asymptotics Testbed for new proof techniques/methods: Alteration, LLL, Concentration Ineq., Semi-Random, Differential Eq. Celebrated Result (Ajtai-Komlós-Szemerédi Kim 1995) R(3, t) = Θ(t 2 / log t) Lower bound harder: Kim received Fulkerson Prize 1997 R(3, t) = Ω(t 2 /(log t) 2 ) already by Erdős in 1961 Topic of this talk Extension of Kim-result (implies asymptotics of other Ramsey parameter)
3 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a
4 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a Why this result is difficult? Standard approach (alteration): in G n,p, try to remove one edge of all s Facts: w.h.p. #edges = Θ(n 2 p) #K 3 s = Θ(n 3 p 3 ) =Θ(n 2 p np 2 ) #edges p = ε/ n Max ISET of G n,p 2 log n p! = C n log n n log n
5 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a -free process: add one random edge in each step closed (can not add) open (can add)
6 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a -free process: add one random edge in each step closed (can not add) open (can add)
7 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a -free process: add one random edge in each step closed (can add) open (can add)
8 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a -free process: add one random edge in each step closed (can not add) open (can add)
9 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a -free process: add one random edge in each step closed (can not add) open (can add)
10 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a -free process: add one random edge in each step closed (can not add) open (can add)
11 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a Semi-random variation: add many random-like edges in each step closed (can not add) open (can add)
12 Main Result: nearly optimal R(3, t) graphs Kim (1995) + Bohman (2008): one nearly optimal R(3, t) graph Both find an n-vertex graph G K n such that G is -free with independence number α(g) C n log n Using (semi-random variation of) -free process: greedily add random edges that do not close a G., Warnke (2017+): almost packing of nearly optimal R(3, t) graphs Given ε > 0, we find edge-disjoint graphs (G i ) i I with G i K n such that (a) each G i is -free with α(g i ) C ε n log n (b) the union of the G i contains (1 ε) ( n 2) edges Using simple polynomial-time randomized algorithm: sequentially choose G i via semi-random variation of -free process
13 Main Result: nearly optimal R(3, t) graphs G., Warnke (2017+): almost packing of nearly optimal R(3, t) graphs Given ε > 0, we find edge-disjoint graphs (G i ) i I with G i K n such that (a) each G i is -free with α(g i ) C ε n log n (b) the union of the G i contains (1 ε) ( n 2) edges Using simple polynomial-time randomized algorithm: sequentially choose G i via semi-random variation of -free process Motivation: why should we care? Natural packing extension of Kim s result Technical challenge: controlling errors over Θ( n/ log n) iterations Establishes Ramsey-Theory conjecture by Fox et.al. (cf. next slides)
14 Ramsey Theory with r 2 colors G (H) r : any r-coloring of E(G) has monochromatic copy of H Ramsey theory studying properties of r-ramsey minimal graphs M r (H) := all graphs G that are r-ramsey minimal for H (i.e., G (H) r and G (H) r for all G G) min G Mr (K k ) v(g) = Ramsey number min G Mr (K k ) e(g) = Size Ramsey number Minimum degree of r-ramsey minimal graphs (Burr, Erdős, Lovász 1976) s r (H) := min G Mr (H) δ(g) s 2 (K k ) = (k 1) 2 : Burr, Erdős, Lovász (1976) s 2 (H) = 2δ(H) 1: for many bipartite H (trees, K a,b, etc) Fox, Lin (2006) + Szabó, Zumstein, Zürcher (2010) s r (K k ) = Θ k (r 2 ): Fox, Grinshpun, Liebenau, Person, Szabó (2015)
15 Ramsey Conjecture of Fox et.al. Minimum degree of minimal r-ramsey graphs (Burr, Erdős, Lovász 1976) s r (K k ) := min G Mr (K k )δ(g) cr 2 log r s r (K 3 ) Cr 2 (log r) 2 by FGLPS (2015) Conjecture (Fox, Grinshpun, Liebenau, Person, Szabo, 2015) s r (K 3 ) = O(r 2 log r) They suggested to pack G i sequentially via -free process (their weaker upper bound relies on sequential LLL argument) Conj. True (G., Warnke, 2017+): corollary of our main packing result Implies s r (K 3 ) = Θ(r 2 log r) For technical reasons: use semi-random variation of -free process
16 Ramsey Conjecture of Fox et.al. Minimum degree of minimal r-ramsey graphs (Burr, Erdős, Lovász 1976) s r (K k ) := min G Mr (K k )δ(g) cr 2 log r s r (K 3 ) Cr 2 (log r) 2 by FGLPS (2015) Conjecture (Fox, Grinshpun, Liebenau, Person, Szabo, 2015) s r (K 3 ) = O(r 2 log r) They suggested to pack G i sequentially via -free process (their weaker upper bound relies on sequential LLL argument) Conj. True (G., Warnke, 2017+): corollary of our main packing result Implies s r (K 3 ) = Θ(r 2 log r) For technical reasons: use semi-random variation of -free process
17 Glimpse of the proof Main-Technical-Result: find random-like -free subgraph G H Let ϱ := β(log n)/n and s := C ε n log n. If H Kn is such that e H (A, B) ε A B for all disjoint sets A, B of size s, then we can find -free G H with e G (A, B) = (1 ± δ) ϱ e H (A, B) for all disjoint A, B of size s. Proof based on semi-random variation of -free process: Do not require degree/codegree regularity of H Self-stabilization mechanism built into process (to control errors) Tools: Bounded-Differences-Ineq. and Upper-Tail-Ineq. of Warnke
18 Glimpse of the proof Main-Technical-Result: find random-like -free subgraph G H Let ϱ := β(log n)/n and s := C ε n log n. If H Kn is such that e H (A, B) ε A B for all disjoint sets A, B of size s, then we can find -free G H with e G (A, B) = (1 ± δ) ϱ e H (A, B) for all disjoint A, B of size s. Implies packing result: (maintaining e Hi (A, B) bounds inductively) Start with H 0 = K n Sequentially choose G i H i and set H i+1 = H i \ G i Stop when e HI (A, B) ε A B holds
19 Semi-random construction of -free subgraph To construct triangle-free T J, we iteratively keep track of E j : random set of edges T j E j : -free and T j E j O j {all e E j that don t form a with any two edges of E j } Idea of each step (1) Generate few random edges Γ j+1 O j (2) Alteration: find Γ j+1 Γ j+1 s.t. T j+1 = T j Γ j+1 (3) Update O j+1 O j \ Γ j+1 remains -free
20 Semi-random construction of -free subgraph To construct triangle-free T J, we iteratively keep track of E j : random set of edges T j E j : -free and T j E j O j {all e E j that don t form a with any two edges of E j } Idea of each step (1) Generate few random edges Γ j+1 O j (2) Alteration: find Γ j+1 Γ j+1 s.t. T j+1 = T j Γ j+1 (3) Update O j+1 O j \ Γ j+1 remains -free
21 Random edge-set Γ i+1 and edge-set E j+1 Idea of each step (1) Generate few random edges Γ j+1 O j (2) Alteration: find Γ j+1 Γ j+1 s.t. T j+1 = T j Γ j+1 (3) Update O j+1 O j \ Γ j+1 remains -free Definition of Γ j+1 and E j+1 Γ j+1 O j : p-random subset of O j E j+1 = E j Γ j+1 Why can we ensure Γ j+1 Γ j+1? Γ j+1 small very few new s created in E j Γ j+1 hence removal of few edges destroys all new s
22 Random edge-set Γ i+1 and edge-set E j+1 Idea of each step (1) Generate few random edges Γ j+1 O j (2) Alteration: find Γ j+1 Γ j+1 s.t. T j+1 = T j Γ j+1 (3) Update O j+1 O j \ Γ j+1 remains -free Definition of Γ j+1 and E j+1 Γ j+1 O j : p-random subset of O j E j+1 = E j Γ j+1 Why can we ensure Γ j+1 Γ j+1? Γ j+1 small very few new s created in E j Γ j+1 hence removal of few edges destroys all new s
23 Random edge-set Γ i+1 and edge-set E j+1 Idea of each step (1) Generate few random edges Γ j+1 O j (2) Alteration: find Γ j+1 Γ j+1 s.t. T j+1 = T j Γ j+1 (3) Update O j+1 O j \ Γ j+1 remains -free Definition of Γ j+1 and E j+1 Γ j+1 O j : p-random subset of O j E j+1 = E j Γ j+1 Why can we ensure Γ j+1 Γ j+1? Γ j+1 small very few new s created in E j Γ j+1 hence removal of few edges destroys all new s
24 Finding -free Γ j+1 Γ j+1 Idea of each step (1) Generate few random edges Γ j+1 O j (2) Alteration: find Γ j+1 Γ j+1 s.t. T j+1 = T j Γ j+1 (3) Update O j+1 O j \ Γ j+1 remains -free E j Γ j+1 can create new s: Bad pairs Bad triples Alteration to destroy new s: Γ j+1 = Γ j+1 \ D j+1 D j+1 = edges of a maximal edge-disjoint collection of bad pairs/triples easier to analyze than removing 1 edge from each new T j+1 = T j Γ j+1 is -free by maximality of D j+1
25 Finding -free Γ j+1 Γ j+1 Idea of each step (1) Generate few random edges Γ j+1 O j (2) Alteration: find Γ j+1 Γ j+1 s.t. T j+1 = T j Γ j+1 (3) Update O j+1 O j \ Γ j+1 remains -free E j Γ j+1 can create new s: Bad pairs Bad triples Alteration to destroy new s: Γ j+1 = Γ j+1 \ D j+1 D j+1 = edges of a maximal edge-disjoint collection of bad pairs/triples easier to analyze than removing 1 edge from each new T j+1 = T j Γ j+1 is -free by maximality of D j+1
26 Open edges: effect of closed edges Idea of each step (1) Generate few random edges Γ j+1 O j (2) Alteration: find Γ j+1 Γ j+1 s.t. T j+1 = T j Γ j+1 (3) Update O j+1 O j \ Γ j+1 remains -free Updating open edges that can still be added O j+1 = O j \(Γ j+1 { closed edges } {extra edges for technical reasons}). Closed edge forms a triangle with two edges in E j+1 = E j Γ j+1. Closed edge Closed edge
27 Open edges: self-stabilization mechanism Updating open edges that can still be added O j+1 = O j \ (Γ j+1 { closed edges } {extra random edges}).
28 Open edges: self-stabilization mechanism Updating open edges that can still be added O j+1 = O j \ (Γ j+1 { closed edges } {extra random edges}). Y e (j) = # edges whose addition to E j+1 will close e u adding any of green edges closes e = {u, v} v Self-stabilization: make P(closed) equal for all e (independent of history) P(e not closed in next step of iteration) (1 p) Ye(j) P(e not (closed or extra edge)) (1 p) Ye(j) (1 q e )! = same for all e
29 Semi-random construction of -free subgraph To construct triangle-free T J, we iteratively keep track of E j : random set of edges T j E j : -free and T j E j O j {all e E j that don t form a with any two edges of E j } Idea of each step (1) Generate few random edges Γ j+1 O j (2) Alteration: find Γ j+1 Γ j+1 s.t. T j+1 = T j Γ j+1 (3) Update O j+1 O j \ Γ j+1 remains -free
30 Number of edges between two large sets Assume we can show O j (A, B) q j A B, where q j = Ψ (jσ), for O 0 = H = K n. Use p = σ/ n, then we can approximate T J (A, B)
31 Number of edges between two large sets Assume we can show O j (A, B) q j A B, where q j = Ψ (jσ), for O 0 = H = K n. Use p = σ/ n, then we can approximate T J (A, B) T J (A, B) = T j+1 (A, B) \ T j Γ j+1 (A, B) 0 j<j 0 j<j 1 n Jσ 0 j<j p O j (A, B) 1 n 0 0 j<j σq j A B Ψ (x)dx A B Ψ(Jσ) A B n β(log n) A B = ϱ A B n
32 A technical difficulty Difficulty of tracking O j (A, B) Choosing one edge into Γ j+1 may cause large change of O j (A, B) : N Ej (v 1 ) A v 1 v 2 B
33 A technical difficulty Difficulty of tracking O j (A, B) Choosing one edge into Γ j+1 may cause large change of O j (A, B) : N Ej (v 1 ) A v 1 v 2 B
34 Summary G., Warnke (2017+): almost packing of nearly optimal R(3, t) graphs Given ε > 0, we find edge-disjoint graphs (G i ) i I with G i K n such that (a) each G i is -free with α(g i ) C ε n log n (b) the union of the G i contains (1 ε) ( n 2) edges Remarks Natural algorithmic packing version of Kim s R(3, t) construction Establishes s r (K 3 ) = Θ(r 2 log r) asymptotics conjectured by Fox et.al. Questions Further applications of the K 3 -free packing result? Generalization of packing-result to K k -free graphs worth effort?
Packing nearly optimal Ramsey R(3, t) graphs
Packing nearly optimal Ramsey R(3, t) graphs He Guo Georgia Institute of Technology Joint work with Lutz Warnke Context of this talk Ramsey number R(s, t) R(s, t) := minimum n N such that every red/blue
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