SOTAVerified

Community Detection

Community Detection is one of the fundamental problems in network analysis, where the goal is to find groups of nodes that are, in some sense, more similar to each other than to the other nodes.

Source: Randomized Spectral Clustering in Large-Scale Stochastic Block Models

Papers

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Showing 901–919 of 919 papers

TitleStatusHype
Clustering and Community Detection in Directed Networks: A Survey—0
Detecting community structure using label propagation with weighted coherent neighborhood propinquityCode0
Optimisation dans la détection de communautés recouvrantes et équilibre de Nash—0
Clustering of Complex Networks and Community Detection Using Group Search Optimization—0
Spectral redemption: clustering sparse networks—0
Constrained fractional set programs and their application in local clustering and community detectionCode0
Structural and Functional Discovery in Dynamic Networks with Non-negative Matrix Factorization—0
Network Detection Theory and Performance—0
A Quorum Sensing Inspired Algorithm for Dynamic Clustering—0
A Tensor Approach to Learning Mixed Membership Community Models—0
Overlapping Community Detection at Scale: A Nonnegative Matrix Factorization ApproachCode0
On Triangular versus Edge Representations --- Towards Scalable Modeling of Networks—0
Scalable Spectral Algorithms for Community Detection in Directed Networks—0
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection—0
Qualitative Comparison of Community Detection AlgorithmsCode0
Pseudo-likelihood methods for community detection in large sparse networks—0
Using the Omega Index for Evaluating Abstractive Community Detection—0
Leaders, Followers, and Community Detection—0
Community detection in graphsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2—Unverified
2CommunityGANF1-score0.09—Unverified
3Ego-SplittingF1-score0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42—Unverified
2CDNMFNMI0.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.48—Unverified
#ModelMetricClaimedVerifiedStatus
1CommunityGANF1-Score0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.69—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.68—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.67—Unverified