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Releases: saibalmars/GraphRicciCurvature

v0.5.3.2 Minor bug fix

26 Jun 21:59
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What's Changed

v0.5.3.1: Minor bug fix

03 Jun 08:34
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  • Update POT api to the latest version.
  • Networkx's Karate club graph now comes with edge weight, update tutorial and test for that.
  • Forman computation's log can be mute now.

Faster OTD computation (up to 10x).

09 Jun 17:22
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  • Switch OTD computation from cvxpy to ot.emd2 since it's way faster (up to 10x) for OTD cases within neighbor counts 2000 x 2000.
  • Add a new computation method OTDSinkhornMix that uses ot.emd2 to compute OTD for smaller neighbors (less than _OTDSinkhorn_threshold=2000 in default setting). This is because Sinkhorn works faster for larger cases, for smaller cases, the iterating process makes it slower than directly compute the ot.emd2 written in C.
  • Update the default nbr_topk to be 3000 because of the faster computations.
  • Suppressed edge weight to zero message from warning to trace since the Ricci flow "converges" faster with exact Wasserstein distance.

v0.5.2.1: Bug fix for network neighbor iterator support

28 Dec 08:56
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Merge pull request #22 from saibalmars/nk_fix

Networkit fix: update to support the nk's new neighbor iterator

v0.5.2: Support weighted Forman-Ricci Curvature

30 Oct 01:19
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  • Reimplement Forman-Ricci curvature for the weighted graph follows the definition in Comparative analysis of two discretizations of Ricci curvature for complex networks.
  • Add an example for Forman-Ricci curvature in the tutorial.

v0.5.1: Merge pull request #18 from saibalmars/update_tutorial

28 Jul 01:19
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  • Update to support examples in the tutorial.
  • Reformat code.

v0.5.0

27 Jul 23:59
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v0.5.0 Pre-release
Pre-release

Add ricci_community for auto community detection.

v0.4.5

04 Apr 06:04
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  • Performance tune, the Ricci curvature computation speed is up 33% compare with v0.4.4.
  • The pairwise shortest path is still not that idea, now it's an option only.

v0.4.4

24 Mar 06:14
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  • Option for shortest path computation

The Bidirectional Dijkstra pairwise shortest path by Networkit having some problem on a larger graph, add an option for the user to select the shortest path engine, default is by all pairs shortest path, but may require more memory for larger graph.

v0.4.3.1

16 Mar 03:35
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v0.4.3.1 Pre-release
Pre-release
  • Some minor fix to mute the directed graph from networkit.