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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research Phase Transitions in the Distribution of Missing Sums and a Powerful Family of MSTD Sets Steven J Miller (Williams College) Email: [email protected] https://web.williams.edu/Mathematics/ sjmiller/public_html/math/talks/talks.html With Hung Viet Chu, Noah Luntzlara, Lily Shao, Victor Xu INTEGERS Conference, Augusta, October 4, 2018 1

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Page 1: Phase Transitions in the Distribution of Missing Sums and a Powerful … · 2018. 10. 4. · Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD

Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Phase Transitions in the Distribution ofMissing Sums and a Powerful Family of

MSTD Sets

Steven J Miller (Williams College)Email: [email protected]

https://web.williams.edu/Mathematics/sjmiller/public_html/math/talks/talks.html

With Hung Viet Chu, Noah Luntzlara, Lily Shao, Victor Xu

INTEGERS Conference, Augusta, October 4, 2018

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Outline

Introduction to MSTD sets

Divot at 1

A powerful family of MSTD sets

Future research

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Introduction

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Statement

A finite set of integers, |A| its size.

The sumset: A + A = {ai + aj |ai ,aj ∈ A}.

The difference set: A− A = {ai − aj |ai ,aj ∈ A}.

DefinitionA finite set of integers. A is called sum-dominated orMSTD (more-sum-than-difference) if |A + A| > |A− A|,balanced if |A + A| = |A− A| and difference-dominatedif |A + A| < |A− A|.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

False conjecture

Natural to think that |A + A| ≤ |A− A|.

Each pair (x , y), x 6= y gives two differences:x − y 6= y − x , but only one sum x + y .

However, sets A with |A + A| > |A− A| do exist!Conway (1969): {0,2,3,4,7,11,12,14}.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Martin and O’Bryant ’06

TheoremConsider In = {0,1, ...,n − 1}. The proportion of MSTDsubsets of In is bounded below by a positive constantc ≈ 2 · 10−7.

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Results

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Distribution of the Number of Missing Sums (Uniform Model)

Figure: Frequency of the number of missing sums (q is probability ofnot choosing an element). The distribution is not unimodal. FromLazarev-Miller-O’Bryant.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Distribution of the Number of Missing Sums (Different Models)

Figure: Missing sums (q is probability of not choosing an element)from simulating 1,000,000 subsets of {0,1,2, ...,255}.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Sets of Missing Sums

Let In = {0,1,2, ...,n − 1}.

Form S ⊆ In randomly with probability p of picking anelement in In (q = 1− p: the probability of notchoosing an element).

Bn = (In + In)\(S + S) is the set of missing sums, |Bn|:the number of missing sums.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Distribution of Missing Sums

Fix p ∈ (0,1), study P(|B| = k) = limn→∞ P(|Bn| = k).(Zhao proved that the limit exists.)

P(|B| = k): the limiting distribution of missing sums.

DivotFor some k ≥ 1, have divot at k ifP(|B| = k − 1) > P(|B| = k) < P(|B| = k + 1).

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Distribution of Missing Sums

Fix p ∈ (0,1), study P(|B| = k) = limn→∞ P(|Bn| = k).(Zhao proved that the limit exists.)

P(|B| = k): the limiting distribution of missing sums.

DivotFor some k ≥ 1, have divot at k ifP(|B| = k − 1) > P(|B| = k) < P(|B| = k + 1).

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Example of Divot at 3

Figure: Frequency of the number of missing sums for subsets of{0,1,2, ...,400} by simulating 1,000,000 subsets with p = 0.6.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Numerical Analysis for p = 1/2

Figure: Frequency of the number of missing sums for all subsets of{0,1,2, ...,25}.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Lazarev-Miller-O’Bryant ’11

Divot at 7For p = 1/2, there is a divot at 7:P(|B| = 6) > P(|B| = 7) < P(|B| = 8).

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Question

Existence of DivotsFor a fixed different value of p, are there other divots?

Answer: Yes!

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Question

Existence of DivotsFor a fixed different value of p, are there other divots?

Answer: Yes!

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Numerical analysis for different p ∈ (0,1) : p = 0.6

Figure: Distribution of |B| = k by simulating 1,000,000 subsets of{0,1,2, . . . ,400} with p = 0.6.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Numerical analysis for p = 0.7: divots at 1 and 3

Figure: Distribution of |B| = k by simulating 1,000,000 subsets of{0,1,2, . . . ,400} with p = 0.7.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Numerical analysis for different p = 0.8: divot at 1

Figure: Distribution of |B| = k by simulating 1,000,000 subsets of{0,1,2, . . . ,400} with p = 0.8.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Numerical analysis for different p = 0.9: divot at 1

Figure: Distribution of |B| = k by simulating 1,000,000 subsets of{0,1,2, . . . ,400} with p = 0.9.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Main Result

Divot at 1 [CLMSX’18]For p ≥ 0.68, there is a divot at 1:P(|B| = 0) > P(|B| = 1) < P(|B| = 2). Empirical evidencepredicts the value of p such that the divot at 1 starts toexist is between 0.6 and 0.7.

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Sketch of Proof

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Key Ideas

Want P(|B| = 0) > P(|B| = 1) < P(|B| = 2).

Establish an upper bound T 1 for P(|B| = 1).

Establish lower bounds T0 and T2 for P(|B| = 0) andP(|B| = 2), respectively.

Find values of p such that T2 > T 1 < T0.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Key Ideas

Want P(|B| = 0) > P(|B| = 1) < P(|B| = 2).

Establish an upper bound T 1 for P(|B| = 1).

Establish lower bounds T0 and T2 for P(|B| = 0) andP(|B| = 2), respectively.

Find values of p such that T2 > T 1 < T0.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Key Ideas

Want P(|B| = 0) > P(|B| = 1) < P(|B| = 2).

Establish an upper bound T 1 for P(|B| = 1).

Establish lower bounds T0 and T2 for P(|B| = 0) andP(|B| = 2), respectively.

Find values of p such that T2 > T 1 < T0.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Key Ideas

Want P(|B| = 0) > P(|B| = 1) < P(|B| = 2).

Establish an upper bound T 1 for P(|B| = 1).

Establish lower bounds T0 and T2 for P(|B| = 0) andP(|B| = 2), respectively.

Find values of p such that T2 > T 1 < T0.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Fringe Analysis

Most of the missing sums come from the fringe: manymore ways to form middle elements than fringeelements.

Fringe analysis is enough to find good lower boundsand upper bounds for P(|B| = k).

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Fringe Analysis

Most of the missing sums come from the fringe: manymore ways to form middle elements than fringeelements.

Fringe analysis is enough to find good lower boundsand upper bounds for P(|B| = k).

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Setup

Consider S ⊆ {0,1,2, ...,n − 1} with probability p ofeach element being picked.

Analyze fringe of size 30.

Write S = L ∪M ∪ R, whereL ⊆ [0,29], M ⊆ [30,n − 31] and R ⊆ [n − 30,n − 1].

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Notation

Write S = L ∪M ∪ R, whereL ⊆ [0,29], M ⊆ [30,n − 31] and R ⊆ [n − 30,n − 1].

Lk : the event that L + L misses k sums in [0,29].

Lak : the event that L + L misses k sums in [0,29] and

contains [30,48].

Similar notations applied for R.

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Upper Bound

Given 0 ≤ k ≤ 30,

P(|B| = k) ≤k∑

i=0

P(Li)P(Lk−i) +2(2q − q2)15(3q − q2)

(1− q)2 .

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Lower Bound

Given 0 ≤ k ≤ 30,

P(|B| = k) ≥k∑

i=0

[1− (a− 2)(qτ(L

ai ) + qτ(L

ak−i ))

− 1 + q(1− q)2 (q

min Lai + qmin La

k−i )

]P(La

i )P(Lak−i).

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Our Bounds Are Fairly Sharp (p ≥ 0.7)

Figure: We cannot see the blue line because our upper bound is sosharp that the orange line lies on the blue line.

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Our Bounds Are Bad (p ≤ 0.6)

Figure:35

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Divot at 1

Figure: For p ≥ 0.68, the lower bounds for P(|B| = 0) and P(|B| = 2)are higher than the upper bound for P(|B| = 1). There is a divot at 1.

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A Powerful Family of MSTD sets

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Why Powerful?

Have appeared in the proof of many important resultsin previous works.

Give many sets with large log |A + A|/ log |A− A|.

Economically way to construct sets with fixed|A + A| − |A− A| (save more than four times of whatprevious construction has).

A is restricted-sum-dominant (RSD) if its restrictedsum set is bigger than its difference set. Improve thelower bound for the proportion of RSD sets from10−37 to 10−25.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

A different notation

We use a different notation to write a set; was firstintroduced by Spohn (1973).

Given a set S = {a1,a2, . . . ,an}, we arrange itselements in increasing order and find the differencesbetween two consecutive numbers to form asequence.

For example, S = {2,3,5,9,10}. We writeS = (2|1,2,4,1).

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

F family

F family

Let Mk denote 1,4, . . . ,4︸ ︷︷ ︸k -times

,3. Our family is

F : = {1,1,2,1,Mk1 ,Mk2 , . . . ,Mk` ,M1 : `, k1, . . . , k` ∈ N},

where M1 is either 1,1 or 1,1,2 or 1,1,2,1.

ConjectureAll sets in F are MSTD.

We proved that the conjecture holds for a periodic family.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Periodic Family [CLMS’18]

Sk ,` = (0|1,1,2,1,4, . . . ,4︸ ︷︷ ︸k -times

,3, . . . ,1,4, . . . ,4︸ ︷︷ ︸k -times

,3

︸ ︷︷ ︸`-times

,1,1,2,1)

has |Sk ,` + Sk ,`| − |Sk ,` − Sk ,`| = 2`.

S′k ,` = (0|1,1,2,1,4, . . . ,4︸ ︷︷ ︸k -times

,3, . . . ,1,4, . . . ,4︸ ︷︷ ︸k -times

,3

︸ ︷︷ ︸`-times

,1,1,2)

has |S′k ,` + S′k ,`| − |S′k ,` − S′k ,`| = 2`− 1.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

First Application

Sets A with fixed |A + A| − |A− A|Given x ∈ N, there exists a set A ⊆ [0,12 + 4x ] such that|A + A| − |A− A| = x . (Previous was [0,17x ]).

We save more than four times!

Method: Explicit constructions using Sk ,` and S′k ,`.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Second Application

Lower bound for restricted-sum-dominant setsFor n ≥ 81, the proportion of RSD subsets of{0,1,2, . . . ,n − 1} is at least 4.135 · 10−25. (Previous wasabout 10−37).

Method: Sk ,` reduces the needed fringe size from 120 to81.

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Future Research

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Distribution of Missing Sums

Figure: Shift of Divots....45

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Future Research

Prove there are no divots at even numbers.

Is there a value of p such that there are no divots?

What about missing differences?

What if probability of choosing depends on n?

Work supported by NSF Grants DMS1561945 andDMS1659037, the Finnerty Fund, the University ofMichigan, Washington and Lee, and Williams College.

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Bibliography

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Bibliography

O. Lazarev, S. J. Miller, K. O’Bryant, Distribution ofMissing Sums in Sumsets (2013), ExperimentalMathematics 22, no. 2, 132–156.

P. V. Hegarty, Some explicit constructions of sets withmore sums than differences (2007), Acta Arithmetica130 (2007), no. 1, 61–77.

P. V. Hegarty and S. J. Miller, When almost all sets aredifference dominated, Random Structures andAlgorithms 35 (2009), no. 1, 118–136.

G. Iyer, O. Lazarev, S. J. Miller and L. Zhang,Generalized more sums than differences sets, Journalof Number Theory 132 (2012), no. 5, 1054–1073.

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Outline Introduction Results Sketch of Proof for Divot at 1 A Powerful Family of MSTD sets Future Research

Bibliography

J. Marica, On a conjecture of Conway, Canad. Math.Bull. 12 (1969), 233–234.

G. Martin and K. O’Bryant, Many sets have moresums than differences, in Additive Combinatorics,CRM Proc. Lecture Notes, vol. 43, Amer. Math. Soc.,Providence, RI, 2007, pp. 287–305.

M. Asada, S. Manski, S. J. Miller, and H. Suh, Fringepairs in generalized MSTD sets, International Journalof Number Theory 13 (2017), no. 10, 2653–2675.

S. J. Miller, B. Orosz and D. Scheinerman, Explicitconstructions of infinite families of MSTD sets, Journalof Number Theory 130 (2010), 1221–1233.

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