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anthonimes / SINr

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Questions regarding the operation of SINr compared to others #1

Closed BradKML closed 3 years ago

BradKML commented 3 years ago

As noted in https://github.com/CompNet/Orleans/issues/1 there are some weird questions.

  1. Why can SINr work with all the algorithms included in CDLib?
  2. How are SINr's vectors different from the ones from KarateClub?
  3. How does SINr's clustering work compared to Scikit-Learn?
  4. How is SINr different from RoleSim and RolX and RMST-RBS ?
nicolasdugue commented 3 years ago

Hi Brandon,

Please, read the papers I recommended to you : SINr and how it relates to the KarateClub : https://hal.archives-ouvertes.fr/hal-03197434 Community Roles and Centrality : https://www.researchgate.net/publication/329426018_Bringing_a_Feature_Selection_Metric_from_Machine_Learning_to_Complex_Networks_Volume_2_Proceedings_The_7th_International_Conference_on_Complex_Networks_and_Their_Applications_COMPLEX_NETWORKS_2018 The answers to your questions are in these papers, especially the first one.

BradKML commented 3 years ago

@nicolasdugue the first one has been read, looks awesome yet simple. For the centrality vs roles part, I don't think RolX is purely centrality-based but rather node feature based. for RoleSim it attempts to use structural similarity ranking to form a CD-workable graph, so the opposite of vectorization => clustering.