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

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

H2GCN

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

Language:Python93 4 10

REGAL

Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings

Language:PythonMIT91 3 12

KGist

Knowledge Graph summarization for anomaly/error detection & completion (WebConf '20)

Language:PythonNOASSERTION35 4 1

VoG_Graph_Summarization

Summarization of static graphs using the Minimum Description Length principle

Language:PythonNOASSERTION27 30

CPGNN

Language:Python26 30

MCbook_Individual-Collective_GraphMining

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

19 30

StrucEmbedding-GraphLibrary

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

Language:Python16 7 1

GroupINN

GNN with summarization/grouping layer for speed and interpretability

Language:Python13 20

HeteRobust

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

Language:Python12 20

RGM

Fast embedding-based graph classification with connections to kernels

Language:Python11 7 2

MultiLENS

Framework for latent network summarization: bridging network embedding and summarization

Language:Python10 3 1

GLIMPSE-personalized-KGsummarization

Personalized knowledge graph summarization based on historical queries

Language:Python8 10

hashing-based-network-discovery

Hashing-based network discovery from time series

Language:PythonNOASSERTION8 10

PENminer

Measuring the persistence of activity snippets in evolving networks (KDD '20)

Language:PythonNOASSERTION8 30

CAPER

Language:Python7 10

CONE-Align

Network alignment using proximity-preserving node embedding and subspace alignment

Language:Python6 6 2

EMBER

Node embedding for directed, weighted networks

Language:Python6 3 1

LinkWaldo

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

Language:PythonNOASSERTION6 30

node2bits

Compact time- and attribute-aware node representations

Language:Python6 20

GCLAugmentations-BestPractices

5 20

HashAlign

Hashing-based network alignment based on structural features

Language:Python4 4 1

PhUSION

Language:Python4 30

RefiNA

Language:PythonMIT4 30

Network-Data-Career-Transitions

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

3 10