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Phase transitions and critical phenomena in random graphs

Phase transitions and critical phenomena in random graphs

Mihyun Kang (ORCID: 0000-0001-8729-2779)
  • Grant DOI 10.55776/P26826
  • Funding program Principal Investigator Projects
  • Status ended
  • Start May 1, 2014
  • End December 31, 2017
  • Funding amount € 318,157
  • Project website

Disciplines

Mathematics (100%)

Keywords

    Random Graph Processes, Random Hypergraphs, Phase Transitions, Critical Phenomena, Analytic Methods, Probabilistic Methods

Abstract Final report

The theory of random graphs is one of the most important subjects in discrete mathematics, and the intense study of random graphs has brought together different fields such as discrete mathematics, probability theory, theoretical computer science, and statistical physics. The proposed project will focus on random graph processes and random hypergraphs. The constraints imposed on these random graph models (in particular random graph processes) lead to difficulties in the analysis of their asymptotic behaviour, due to the long-term and/or global dependence between edges. To overcome these difficulties, new approaches have to be found. The main objective of the proposed project is to advance analytic and probabilistic approaches and to apply them to analyse asymptotic behaviour of such complex random graph models. The scientific program of the proposed project consists of two main themes, which are closely related in that both themes deal with phase transitions and critical phenomena. (1) Random graph processes -- Development of general analytic approach to study the phase transition -- Critical phenomena and component-size distribution (2) Random hypergraph graphs -- Component-exploration approaches by breath-first search and depth-first search -- Applications to random hypergraphs, in particular in supercritical regime. First, the proposed project aims to investigate random graph processes based on the paradigm of the power of multiple choices. Instead of standard probabilistic approaches and ordinary differential equations method, we will develop a general analytic approach based on the method of characteristics to find and analyze solutions of quasi-linear partial differential equations and to understand the local properties of solutions. We will apply this analytic approach to study the detailed behaviour of random graphs, in which a random selection out of multiple choices is sequentially made, e.g. the product rule suggested by Bollobas. The proposed project is of fundamental nature since only certain cases and properties of considered random graph models have been understood by the time, and a general analytic approach and a comprehensive analysis of more difficult random graph models does not exist until now. Second, this project plans to advance two component-exploration approaches for the analysis of supercritical random graphs: one approach is based on the breath-first search and its dual process (recently improved by Bollobas and Riordan) and the other one on the depth-first search (a recent approach of Krivelevich and Sudakov). Both approaches are so far used only in the analysis of the classical Erdos and Renyi random graphs, but provide simple and short proofs. We will advance these approaches and apply them to supercritical random hypergraphs, which are as of yet not very well understood. It will require more advanced tools, in particular from the branching process theory and the martingale theory.

The scientific goal of the project was to investigate random graph processes and random hypergraphs, by advancing analytic and probabilistic approaches and applying them to analyse asymptotic behaviour of such random graph models. The whole project has been successfully carried out and the scientific goals of the project are achieved. The significant achievements of the project are fivefold: (1) we have successfully accomplished the scientific goals set for the project; (2) the research results obtained through the project have been published or submitted for publication in leading peer-reviewed journals or peer-reviewed conference proceedings- 20 papers in total; (3) the significant results are disseminated also in important international scientific conferences; (4) the scientific results of the project have led to one PhD thesis; (5) on top of these scholarly achievements, the additional gain of the project is that the project leader and her team members have strengthened the existing collaborations and have successfully expanded new collaborations with leading experts. The most significant scientific results of the project include (a) giant high-order component in random hypergraphs; (b) critical threshold probability for jigsaw percolation on random hypergraphs; (c) phase transition in bootstrap processes on inhomogeneous random graphs; (d) description of how the k-core is embedded into random graphs. Since its foundation five decades ago, the theory of random graphs has found its way into other sciences as a rich source of models describing fundamental aspects of a broad range of complex structures and phenomena, arising everywhere from nature to society (e.g. life sciences, man-made networks, social sciences, the brain).

Research institution(s)
  • Technische Universität Graz - 100%
International project participants
  • Konstantinos Panagiotou, Ludwig Maximilians-Universität München - Germany
  • Amin Coja-Oghlan, Technische Universität Dortmund - Germany
  • Tomasz Luczak, Adam Mickiewicz University - Poland
  • Joel Spencer, New York University - USA

Research Output

  • 91 Citations
  • 58 Publications
  • 1 Fundings
Publications
  • 2018
    Title Largest Components in Random Hypergraphs
    DOI 10.1017/s096354831800010x
    Type Journal Article
    Author Cooley O
    Journal Combinatorics, Probability and Computing
    Pages 741-762
    Link Publication
  • 2018
    Title A phase transition regarding the evolution of bootstrap processes in inhomogeneous random graphs
    DOI 10.1214/17-aap1324
    Type Journal Article
    Author Fountoulakis N
    Journal The Annals of Applied Probability
    Pages 990-1051
    Link Publication
  • 2018
    Title Finding Tight Hamilton Cycles in Random Hypergraphs Faster
    DOI 10.1007/978-3-319-77404-6_3
    Type Book Chapter
    Author Allen P
    Publisher Springer Nature
    Pages 28-36
  • 2018
    Title The size of the giant component in random hypergraphs: a short proof
    Type Other
    Author Cooley O
    Link Publication
  • 2018
    Title The size of the giant high-order component in random hypergraphs
    DOI 10.1002/rsa.20761
    Type Journal Article
    Author Cooley O
    Journal Random Structures & Algorithms
    Pages 238-288
  • 2018
    Title Charting the Replica Symmetric Phase
    DOI 10.1007/s00220-018-3096-x
    Type Journal Article
    Author Coja-Oghlan A
    Journal Communications in Mathematical Physics
    Pages 603-698
    Link Publication
  • 2020
    Title Supersaturation problem for the bowtie
    DOI 10.1016/j.ejc.2020.103107
    Type Journal Article
    Author Kang M
    Journal European Journal of Combinatorics
    Pages 103107
    Link Publication
  • 2019
    Title The size of the giant component in random hypergraphs: a short proof
    Type Journal Article
    Author Cooley O
    Journal Electronic Journal of Combinatorics
    Pages 1-17
    Link Publication
  • 2019
    Title The Size of the Giant Component in Random Hypergraphs: a Short Proof
    DOI 10.37236/7712
    Type Journal Article
    Author Cooley O
    Journal The Electronic Journal of Combinatorics
    Link Publication
  • 2018
    Title Core forging and local limit theorems for the k-core of random Graphs
    Type Journal Article
    Author Coja-Oghlan A
    Journal Accepted in Journal of Combinatorial Theory, Series B
  • 2018
    Title The sharp threshold for jigsaw percolation in random graphs
    DOI 10.48550/arxiv.1809.01907
    Type Preprint
    Author Cooley O
  • 2018
    Title The size of the giant component in random hypergraphs: a short proof
    DOI 10.48550/arxiv.1803.02809
    Type Preprint
    Author Cooley O
  • 2016
    Title Bootstrap Percolation on Geometric Inhomogeneous Random Graphs
    DOI 10.4230/lipics.icalp.2016.147
    Type Conference Proceeding Abstract
    Author Koch C
    Conference LIPIcs, Volume 55, ICALP 2016
    Pages 147:1 - 147:15
    Link Publication
  • 2016
    Title Bootstrap Percolation on Geometric Inhomogeneous Random Graphs
    DOI 10.3929/ethz-b-000124087
    Type Other
    Author Koch
    Link Publication
  • 2015
    Title How does the core sit inside the mantle?
    DOI 10.1016/j.endm.2015.06.068
    Type Journal Article
    Author Coja-Oghlan A
    Journal Electronic Notes in Discrete Mathematics
    Pages 489-496
    Link Publication
  • 0
    Title Core forging and local limit theorems for the k-core of random Graphs.
    Type Other
    Author Coja-Oghlan A
  • 2017
    Title Finding tight Hamilton cycles in random hypergraphs faster
    DOI 10.48550/arxiv.1710.08988
    Type Preprint
    Author Allen P
  • 2017
    Title How does the core sit inside the mantle?
    DOI 10.1002/rsa.20712
    Type Journal Article
    Author Coja-Oghlan A
    Journal Random Structures & Algorithms
    Pages 459-482
    Link Publication
  • 2017
    Title Bootstrap percolation in random $k$-uniform hypergraphs
    DOI 10.48550/arxiv.1704.07144
    Type Preprint
    Author Kang M
  • 2017
    Title Evolution of high-order connected components in random hypergraphs
    DOI 10.48550/arxiv.1704.05732
    Type Preprint
    Author Cooley O
  • 2017
    Title Supersaturation Problem for the Bowtie
    DOI 10.48550/arxiv.1710.01471
    Type Preprint
    Author Kang M
  • 2016
    Title Threshold and hitting time for high-order connectivity in random hypergraphs.
    Type Journal Article
    Author Cooley O
  • 2016
    Title Threshold and hitting time for high-order connectivity in random hypergraphs
    Type Journal Article
    Author Cooley O
    Journal Electronic Journal of Combinatorics
    Link Publication
  • 2016
    Title Giant components in random graphs
    DOI 10.1007/978-3-319-24298-9_10
    Type Book Chapter
    Author Kang M
    Publisher Springer Nature
    Pages 235-256
  • 2016
    Title Bootstrap percolation on G(n, p) revisited.
    Type Conference Proceeding Abstract
    Author Kang M
    Conference PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON PROBABILISTIC, COMBINATORIAL AND ASYMPTOTIC METHODS FOR THE ANALYSIS OF ALGORITHMS (AOFA) Proceedings of the 27th International Conference on Probabilistic, Combinatorial and Asymptotic Methods for the Analysis of Algorithms (AofA 2016)
  • 2016
    Title Bootstrap percolation on G(n, p) revisited
    Type Conference Proceeding Abstract
    Author Kang M
    Conference PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON PROBABILISTIC, COMBINATORIAL AND ASYMPTOTIC METHODS FOR THE ANALYSIS OF ALGORITHMS (AOFA)Proceedings of the 27th International Conference on Probabilistic, Combinatorial and Asymptotic Methods for the Analysis of Algorithms (AofA 2016)
    Pages 225-236
  • 2016
    Title A phase transition regarding the evolution of bootstrap processes in inhomogeneous random graphs
    DOI 10.48550/arxiv.1609.08892
    Type Preprint
    Author Fountoulakis N
  • 2015
    Title The Minimum Bisection in the Planted Bisection Model
    DOI 10.4230/lipics.approx-random.2015.710
    Type Conference Proceeding Abstract
    Author Coja-Oghlan A
    Conference LIPIcs, Volume 40, APPROX/RANDOM 2015
    Pages 710 - 725
    Link Publication
  • 2015
    Title The minimum bisection in the planted bisection model
    DOI 10.48550/arxiv.1505.02985
    Type Preprint
    Author Coja-Oghlan A
  • 2015
    Title Threshold and hitting time for high-order connectivity in random hypergraphs
    DOI 10.48550/arxiv.1502.07289
    Type Preprint
    Author Cooley O
  • 2017
    Title Evolution of a Modified Binomial Random Graph by Agglomeration
    DOI 10.1007/s10955-017-1940-6
    Type Journal Article
    Author Kang M
    Journal Journal of Statistical Physics
    Pages 509-535
  • 2017
    Title Jigsaw percolation on random hypergraphs
    DOI 10.1017/jpr.2017.62
    Type Journal Article
    Author Bollobás B
    Journal Journal of Applied Probability
    Pages 1261-1277
    Link Publication
  • 2017
    Title Supersaturation Problem for the Bowtie
    DOI 10.1016/j.endm.2017.07.023
    Type Journal Article
    Author Kang M
    Journal Electronic Notes in Discrete Mathematics
    Pages 679-685
    Link Publication
  • 2017
    Title Core forging and local limit theorems for the k-core of random graphs
    DOI 10.48550/arxiv.1707.03556
    Type Preprint
    Author Coja-Oghlan A
  • 2017
    Title Charting the replica symmetric phase
    DOI 10.48550/arxiv.1704.01043
    Type Preprint
    Author Coja-Oghlan A
  • 2019
    Title The sharp threshold for jigsaw percolation in random graphs
    DOI 10.1017/apr.2019.24
    Type Journal Article
    Author Cooley O
    Journal Advances in Applied Probability
    Pages 378-407
    Link Publication
  • 2019
    Title Core forging and local limit theorems for the k-core of random graphs
    DOI 10.1016/j.jctb.2018.12.005
    Type Journal Article
    Author Coja-Oghlan A
    Journal Journal of Combinatorial Theory, Series B
    Pages 178-231
    Link Publication
  • 2015
    Title How does the core sit inside the mantle?
    DOI 10.48550/arxiv.1503.09030
    Type Preprint
    Author Coja-Oghlan A
  • 2015
    Title Bootstrap percolation in random k-uniform hypergraphs
    DOI 10.1016/j.endm.2015.06.081
    Type Journal Article
    Author Kang M
    Journal Electronic Notes in Discrete Mathematics
    Pages 595-601
    Link Publication
  • 2015
    Title The size of the giant component in random hypergraphs
    DOI 10.48550/arxiv.1501.07835
    Type Preprint
    Author Cooley O
  • 2014
    Title Largest components in random hypergraphs
    DOI 10.48550/arxiv.1412.6366
    Type Preprint
    Author Cooley O
  • 2014
    Title The phase transition in the multi-type binomial random graph $G(\mathbf{n},P)$
    DOI 10.48550/arxiv.1407.6248
    Type Preprint
    Author Kang M
  • 2014
    Title Properties of stochastic Kronecker graphs
    DOI 10.48550/arxiv.1410.6328
    Type Preprint
    Author Kang M
  • 2017
    Title Charting the replica symmetric Phase.
    Type Journal Article
    Author Coja-Oghlan A
    Journal Proceedings of the 21th International Workshop on Randomization and Computation (RANDOM 2017)
  • 2017
    Title Charting the replica symmetric Phase
    Type Journal Article
    Author Coja-Oghlan A
    Journal Proceedings of the 21th International Workshop on Randomization and Computation (RANDOM 2017)
    Pages 40:1-40:17
  • 2017
    DOI 10.4086/toc.2017.v013a008
    Type Journal Article
    Author Coja-Oghlan A
    Journal Theory of Computing
    Link Publication
  • 2017
    Title Charting the Replica Symmetric Phase
    DOI 10.4230/lipics.approx-random.2017.40
    Type Conference Proceeding Abstract
    Author Coja-Oghlan A
    Conference LIPIcs, Volume 81, APPROX/RANDOM 2017
    Pages 40:1 - 40:17
    Link Publication
  • 2015
    Title Evolution of high-order connected components in random hypergraphs
    DOI 10.1016/j.endm.2015.06.077
    Type Journal Article
    Author Cooley O
    Journal Electronic Notes in Discrete Mathematics
    Pages 569-575
    Link Publication
  • 2015
    Title The Phase Transition in Multitype Binomial Random Graphs
    DOI 10.1137/140973256
    Type Journal Article
    Author Kang M
    Journal SIAM Journal on Discrete Mathematics
    Pages 1042-1064
  • 2015
    Title Properties of stochastic Kronecker graphs
    DOI 10.4310/joc.2015.v6.n4.a1
    Type Journal Article
    Author Kang M
    Journal Journal of Combinatorics
    Pages 395-432
    Link Publication
  • 2020
    Title Finding tight Hamilton cycles in random hypergraphs faster
    DOI 10.1017/s0963548320000450
    Type Journal Article
    Author Allen P
    Journal Combinatorics, Probability and Computing
    Pages 239-257
    Link Publication
  • 2016
    Title Jigsaw percolation on random hypergraphs
    DOI 10.48550/arxiv.1603.07883
    Type Preprint
    Author Bollobás B
  • 2016
    Title Bootstrap percolation on G(n,p) revisited
    DOI 10.48550/arxiv.1605.02995
    Type Preprint
    Author Kang M
  • 2016
    Title A simple proof of almost percolation on G(n;p)
    DOI 10.48550/arxiv.1608.00800
    Type Preprint
    Author Kang M
  • 2016
    Title Bootstrap percolation on geometric inhomogeneous random graphs
    DOI 10.48550/arxiv.1603.02057
    Type Preprint
    Author Koch C
  • 2016
    Title Bootstrap percolation on geometric inhomogeneous random Graphs.
    Type Conference Proceeding Abstract
    Author Koch C
    Conference Proceedings of ICALP 2016
  • 2016
    Title Bootstrap percolation on geometric inhomogeneous random Graphs
    Type Conference Proceeding Abstract
    Author Koch C
    Conference Proceedings of ICALP 2016
  • 0
    Title The size of the giant component in random hypergraphs: a short proof.
    Type Other
    Author Cooley O
Fundings
  • 2014
    Title Phase transitions and critical phenomena in random graphs
    Type Research grant (including intramural programme)
    DOI 10.55776/p26826
    Start of Funding 2014
    Funder Austrian Science Fund (FWF)

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