GEMS Lab: Graph Exploration & Mining at Scale, University of Michigan

All

24 repositories

StrucEmbedding-GraphLibrary
Public
The SEMB library is an easy-to-use tool for getting and evaluating structural node embeddings in graphs.
evaluation graph-embeddings structural-roles structural-embeddings role-based-embeddings
Python
•3•17•1•6•Updated Mar 24, 2023Mar 24, 2023
CAPER
Public
Python
•1•7•0•0•Updated Mar 13, 2023Mar 13, 2023
HeteRobust
Public
How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications (KDD'22)
graph graph-convolutional-networks robustness adversarial-attacks heterophily
Python
•1•12•0•0•Updated Jul 24, 2022Jul 24, 2022
H2GCN
Public
Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)
node-classification neurips-2020 heterophily graphs signac graph-neural-networks
Python
•16•97•1•0•Updated Apr 20, 2022Apr 20, 2022
GCLAugmentations-BestPractices
Public
0•5•0•0•Updated Feb 18, 2022Feb 18, 2022
LinkWaldo
Public
Select a set of pairs to check in link prediction from the vast, sparse space of possible pairs
lsh lsh-forest graph-mining link-prediction icdm20 icdm2020
Python
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Other
•1•7•0•0•Updated Oct 20, 2021Oct 20, 2021
CPGNN
Public
Python
•3•28•0•0•Updated Oct 10, 2021Oct 10, 2021
RefiNA
Public
Python
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MIT License
•0•4•0•0•Updated Jun 2, 2021Jun 2, 2021
REGAL
Public
Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings
scalability matrix-factorization representation-learning network-embedding graph-matching network-alignment node-embedding
Python
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MIT License
•17•92•7•0•Updated Mar 30, 2021Mar 30, 2021
PhUSION
Public
Python
•2•4•0•0•Updated Mar 3, 2021Mar 3, 2021
GroupINN
Public
GNN with summarization/grouping layer for speed and interpretability
summarization connectome interpretability gnn brain-graphs
Python
•5•14•0•1•Updated Feb 21, 2021Feb 21, 2021
CONE-Align
Public
Network alignment using proximity-preserving node embedding and subspace alignment
Python
•2•6•2•0•Updated Jan 4, 2021Jan 4, 2021
PENminer
Public
Measuring the persistence of activity snippets in evolving networks (KDD '20)
persistence networks anomaly-detection temporal-network kdd2020 kdd evolving-networks
Python
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Other
•4•8•0•0•Updated Aug 26, 2020Aug 26, 2020
hashing-based-network-discovery
Public
Hashing-based network discovery from time series
correlation time-series scalability network-inference locality-sensitive-hashing lsh network-discovery
Python
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Other
•4•8•0•0•Updated Jun 17, 2020Jun 17, 2020
GLIMPSE-personalized-KGsummarization
Public
Personalized knowledge graph summarization based on historical queries
personalized-search submodularity yago summarization-algorithm graph-summarization personalized-summarization dpbedia knowledge-graph freebase
Python
•0•11•0•0•Updated Jun 17, 2020Jun 17, 2020
KGist
Public
Knowledge Graph summarization for anomaly/error detection & completion (WebConf '20)
knowledge-graph mdl knowledge-graph-completion rule-mining minimum-description-length webconf www2020 graph-summarization dbpedia nell
Python
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Other
•6•36•0•0•Updated Jun 12, 2020Jun 12, 2020
EMBER
Public
Node embedding for directed, weighted networks
embeddings representation-learning directed-graphs weighted-graphs
Python
•1•7•1•0•Updated May 7, 2020May 7, 2020
HashAlign
Public
Hashing-based network alignment based on structural features
graphs lsh locality-sensitive-hashing network-alignment multi-graph-alignment
Python
•3•4•1•1•Updated May 6, 2020May 6, 2020
node2bits
Public
Compact time- and attribute-aware node representations
entity-resolution heterogeneous-network temporal-networks representation-learning dynamic-network-embedding user-stitching identity-stitching
Python
•6•6•0•0•Updated May 6, 2020May 6, 2020
RGM
Public
Fast embedding-based graph classification with connections to kernels
kernels graph-classification feature-maps graph embeddings
Python
•4•11•0•0•Updated May 6, 2020May 6, 2020
MCbook_Individual-Collective_GraphMining
Public
Slides and code for the Morgan Claypool book on "Individual and Collective Graph Mining: Principles, Algorithms and Applications"
code networks belief-propagation network-alignment dynamic-networks graph-similarity graph-summarization tutorial-slides
12•19•0•0•Updated May 6, 2020May 6, 2020
MultiLENS
Public
Framework for latent network summarization: bridging network embedding and summarization
heterogeneous-network histograms network-embedding relational-operators graph-summarization feature-propagation
Python
•2•10•1•0•Updated Sep 20, 2019Sep 20, 2019
Network-Data-Career-Transitions
Public
Network datasets of post-PhD career transitions and trajectories in computing research
graphs networks career-trajectories computing-research dataset career-transitions
1•3•0•0•Updated Aug 7, 2018Aug 7, 2018
VoG_Graph_Summarization
Public
Summarization of static graphs using the Minimum Description Length principle
mdl interpretable graph-summarization large-graphs
Python
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Other
•17•27•0•0•Updated Dec 9, 2015Dec 9, 2015