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Physics Inspired

  • Community Detection on Networks with Ricci Flow (Nature Scientific Reports 2019)

  • Community Detection Using Preference Networks (Physica A 2018)

  • Thermodynamics of the Minimum Description Length on Community Detection (ArXiv 2018)

  • Fluid Communities: A Community Detection Algorithm (CompleNet 2017)

    • Ferran Parés, Dario Garcia-Gasulla, Armand Vilalta, Jonatan Moreno, Eduard Ayguadé, Jesús Labarta, Ulises Cortés and Toyotaro Suzumura
    • [Paper]
    • [Python Reference]
  • A Local Perspective on Community Structure in Multilayer Networks (Network Science 2017)

  • BlackHole: Robust Community Detection Inspired by Graph Drawing (ICDE 2016)

  • Defining Least Community as a Homogeneous Group in Complex Networks (Physica A 2015)

  • Community Detection Based on Distance Dynamics (KDD 2015)

  • Think Locally, Act Locally: Detection of Small, Medium-Sized, and Large Communities in Large Networks (Physica Review E 2015)

  • Detecting Community Structure Using Label Propagation with Weighted Coherent Neighborhood Propinquity (Physica A 2013)

  • Parallel Community Detection on Large Networks with Propinquity Dynamics (KDD 2009)

  • Laplacian Dynamics and Multiscale Modular Structure in Networks (IEEE TNSE 2008)

  • Statistical Mechanics of Community Detection (Phyics Review E 2006)