graph2vec

There are 17 repositories under graph2vec topic.

awesome-graph-classification
benedekrozemberczki / awesome-graph-classification
A collection of important graph embedding, classification and representation learning papers with implementations.
graph2vec classification-algorithm graph-kernels weisfeiler-lehman kernel-methods deep-graph-kernels netlsd graph-attention-model graph-attention-networks structural-attention attention-mechanism graph-kernel node2vec graph-embedding network-embedding node-embedding graph-representation-learning deepwalk graph-convolutional-networks graph-classification
Language:Python 4706
karateclub
benedekrozemberczki / karateclub
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)
2vec community-detection deepwalk gcn graph-clustering graph-embedding graph2vec label-propagation louvain machine-learning network-embedding network-science networkx networkx-graph node-embedding node2vec scikit sklearn supervised-learning unsupervised-learning
Language:Python 2091
graph2vec
benedekrozemberczki / graph2vec
A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).
graph2vec subgraph2vec graph-wavelet graph-embedding node-embedding deepwalk word2vec node2vec struc2vec graph-kernel weisfeiler-lehman kernel matrix-factorization implicit-matrix-factorization noise-contrastive-estimation diff2vec gemsec machine-learning unsupervised-learning transformer
Language:Python 879
ClusterGCN
benedekrozemberczki / ClusterGCN
A PyTorch implementation of "Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks" (KDD 2019).
gcn graph-convolution graph-neural-networks graph-convolutional-networks deepwalk node2vec pytorch graphsage graph2vec musae gemsec diff2vec community-detection clustering graph-clustering node-classification neural-network deep-learning metis louvain
Language:Python 776
datasets
benedekrozemberczki / datasets
A repository of pretty cool datasets that I collected for network science and machine learning research.
benchmark community-detection data-science dataset deepwalk dimensionality-reduction gcn gnn graph-convolution graph-embedding graph-neural-network graph2vec link-prediction machine-learning network-analysis network-embedding network-science node-classification node-embedding node2vec
589
GAM
benedekrozemberczki / GAM
A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).
graph-convolution gcn graph-attention attention structural-attention deepwalk node2vec graph-classification graph2vec graphsage machine-learning transfer-learning reinforcement-learning reinforcement-agent deep-reinforcement-learning neural-networks pytorch sklearn
Language:Python 264
Messi-Q / GraphDeeSmartContract
Smart contract vulnerability detection using graph neural network (DR-GCN).
graph-neural-network gcn vulnerability-detection smart-contract graph2vec
Language:Python 133
EdMot
benedekrozemberczki / EdMot
An implementation of "EdMot: An Edge Enhancement Approach for Motif-aware Community Detection" (KDD 2019)
louvain community-detection graph-clustering networkx graph-partitioning gemsec deepwalk graph2vec deep-learning motif network-motif graph-motif graph-deco graph-algorithm igraph node2vec graph-embedding network-embedding gcn gnn
Language:Python 131
BANE
benedekrozemberczki / BANE
A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).
tadw fscnmf musae deepwalk node2vec icdm graph embedding word2vec line lane factorization svd bane node dimensionality-reduction graph2vec diff2vec gemsec tridnr
Language:Python 87
GraRep
benedekrozemberczki / GraRep
A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).
deepwalk node2vec role2vec grarep walklets asne aane tadw graph-embedding node-embedding network-embedding embedding gensim svd singular-value-decomposition word2vec graph2vec deep-learning matrix-factorization nmf
Language:Python 60
PDN
benedekrozemberczki / PDN
The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)
bert cheminformatics data-science deep-learning deepwalk gcn gnn gpt-3 graph-classification graph-neural-network graph2vec message-passing molecules multiplex network-science neural-message-passing node-classification pathfinder pytorch transformer
Language:Python 57
FEATHER
benedekrozemberczki / FEATHER
The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".
data-mining deep-learning deep-neural-networks deepwalk graph graph-classification graph-convolution graph-embedding graph-kernel graph2vec machine-learning network-embedding networkx neural-network node-classification node-embedding node2vec pytorch representation-learning tensorflow
Language:Python 43
benedekrozemberczki / FSCNMF
An implementation of "Fusing Structure and Content via Non-negative Matrix Factorization for Embedding Information Networks".
deepwalk node2vec nmf machine-learning data-mining pca word2vec fscnmf analytics factorization-machine regularization network-embedding node-embedding graph-embedding embedding artifical-intelligence information-network graph2vec word2vec-model data-science
Language:Python 18
MultiscaleSnapshots
eren-ck / MultiscaleSnapshots
Visual Analysis of Temporal Summaries in Dynamic Graphs (IEEE TVCG)
temporal-summaries dynamic-graphs visual-analysis visual-analytics graph2vec network-analytics networkx-graph graph-embedding network-embedding networkx graph-drawing
Language:JavaScript 14
rodrigo-arenas / Graph-Embeddings
Graph and Nodes embeddings for downstream tasks
deep-learning embeddings graph-algorithms graph-machine-learning graph-neural-networks graph2vec machine-learning networkx neural-networks node2vec stellargraph-library
Language:Python 5
OlegDurandin / dtree2vec
This project contain implementation the system, proposed in the "Adapting the Graph2Vec Approach to Dependency Trees for NLP Tasks" (O. Durandin, A. Malafeev), and presented in the AIST-2019 Conference
nlp syntax-tree dependency-tree embeddings graph2vec
Language:HTML 3