GEMS Lab: Graph Exploration & Mining at Scale, University of Michigan (@GemsLab)
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GemsLab

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  • Stars
    star
    422
  • Global Org. Rank 26,468 (Top 9 %)
  • Registered about 9 years ago
  • Most used languages
    Python
         100.0 %
  • Location 🇺🇸 United States
  • Country Total Rank 17,200
  • Country Ranking
    Python
         3,237

Top repositories

1

H2GCN

Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)
Python
90
star
2

REGAL

Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings
Python
89
star
3

KGist

Knowledge Graph summarization for anomaly/error detection & completion (WebConf '20)
Python
31
star
4

VoG_Graph_Summarization

Summarization of static graphs using the Minimum Description Length principle
Python
27
star
5

CPGNN

Python
26
star
6

MCbook_Individual-Collective_GraphMining

Slides and code for the Morgan Claypool book on "Individual and Collective Graph Mining: Principles, Algorithms and Applications"
19
star
7

StrucEmbedding-GraphLibrary

The SEMB library is an easy-to-use tool for getting and evaluating structural node embeddings in graphs.
Python
17
star
8

GroupINN

GNN with summarization/grouping layer for speed and interpretability
Python
13
star
9

HeteRobust

How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications (KDD'22)
Python
12
star
10

GLIMPSE-personalized-KGsummarization

Personalized knowledge graph summarization based on historical queries
Python
11
star
11

RGM

Fast embedding-based graph classification with connections to kernels
Python
11
star
12

MultiLENS

Framework for latent network summarization: bridging network embedding and summarization
Python
10
star
13

PENminer

Measuring the persistence of activity snippets in evolving networks (KDD '20)
Python
8
star
14

CAPER

Python
7
star
15

LinkWaldo

Select a set of pairs to check in link prediction from the vast, sparse space of possible pairs
Python
6
star
16

node2bits

Compact time- and attribute-aware node representations
Python
6
star
17

EMBER

Node embedding for directed, weighted networks
Python
6
star
18

CONE-Align

Network alignment using proximity-preserving node embedding and subspace alignment
Python
6
star
19

GCLAugmentations-BestPractices

5
star
20

PhUSION

Python
4
star
21

RefiNA

Python
4
star
22

HashAlign

Hashing-based network alignment based on structural features
Python
4
star
23

Network-Data-Career-Transitions

Network datasets of post-PhD career transitions and trajectories in computing research
3
star