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Construction of Directed 2K Graphs

Published: 04 August 2017 Publication History

Abstract

We study the problem of generating synthetic graphs that resemble real-world directed graphs in terms of their degree correlations. In order to capture degree correlation specifically for directed graphs, we define directed 2K (D2K) as those graphs with a given directed degree sequence (DDS) and a given target joint degree and attribute matrix (JDAM). We provide necessary and sufficient conditions for a target D2K to be realizable and we design an efficient algorithm that generates graph realizations with exactly the target D2K. We apply our algorithm to generate synthetic graphs that target real-world directed graphs (such as Twitter), and we demonstrate its benefits compared to state-of-the-art construction algorithms.

References

[1]
William Aiello, Fan Chung, and Linyuan Lu 2000. A random graph model for massive graphs. In Proceedings of the thirty-second annual ACM symposium on Theory of computing. Acm, 171--180.
[2]
Georgios Amanatidis, Bradley Green, and Milena Mihail. 2015. Graphic realizations of joint-degree matrices. arXiv preprint arXiv:1509.07076 (2015).
[3]
Alexander Barvinok and John A Hartigan 2013. The number of graphs and a random graph with a given degree sequence. Random Structures & Algorithms Vol. 42, 3 (2013), 301--348.
[4]
Kevin E Bassler, Charo I Del Genio, Péter L ErdHos, István Miklós, and Zoltán Toroczkai 2015. Exact sampling of graphs with prescribed degree correlations. New Journal of Physics Vol. 17, 8 (2015), 083052.
[5]
Joseph Blitzstein and Persi Diaconis 2011. A sequential importance sampling algorithm for generating random graphs with prescribed degrees. Internet Mathematics, Vol. 6, 4 (2011), 489--522.
[6]
Éva Czabarka, Aaron Dutle, Péter L ErdHos, and István Miklós 2015. On realizations of a joint degree matrix. Discrete Applied Mathematics Vol. 181 (2015), 283--288.
[7]
Charo I Del Genio, Hyunju Kim, Zoltán Toroczkai, and Kevin E Bassler 2010. Efficient and exact sampling of simple graphs with given arbitrary degree sequence. PloS one, Vol. 5, 4 (2010), e10012.
[8]
William Devanny, David Eppstein, and Bálint Tillman. 2016. The computational hardness of dK-series. In NetSci 2016.
[9]
Xenofontas Dimitropoulos, Dmitri Krioukov, Amin Vahdat, and George Riley 2009. Graph Annotations in Modeling Complex Network Topologies. ACM Trans. Model. Comput. Simul. Vol. 19, 4, Article bibinfoarticleno17 (Nov. 2009), bibinfonumpages29 pages.

Cited By

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  • (2019)2K+ Graph Construction FrameworkIEEE/ACM Transactions on Networking10.1109/TNET.2019.289585327:2(591-606)Online publication date: 1-Apr-2019
  • (2019)Privacy Protection Workflow Publishing Under Differential PrivacyWeb Information Systems and Applications10.1007/978-3-030-30952-7_38(382-394)Online publication date: 16-Sep-2019

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    cover image ACM Conferences
    KDD '17: Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
    August 2017
    2240 pages
    ISBN:9781450348874
    DOI:10.1145/3097983
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    New York, NY, United States

    Publication History

    Published: 04 August 2017

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    Author Tags

    1. construction algorithms
    2. directed graphs
    3. graph realizations

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    KDD '17 Paper Acceptance Rate 64 of 748 submissions, 9%;
    Overall Acceptance Rate 1,133 of 8,635 submissions, 13%

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    View all
    • (2019)2K+ Graph Construction FrameworkIEEE/ACM Transactions on Networking10.1109/TNET.2019.289585327:2(591-606)Online publication date: 1-Apr-2019
    • (2019)Privacy Protection Workflow Publishing Under Differential PrivacyWeb Information Systems and Applications10.1007/978-3-030-30952-7_38(382-394)Online publication date: 16-Sep-2019

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