node2vec

There are 14 repositories under node2vec 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 4703
shenweichen / GraphEmbedding
Implementation and experiments of graph embedding algorithms.
deepwalk node2vec line sdne struc2vec graph graphembedding
Language:Python 3584
alibaba / euler
A distributed graph deep learning framework.
graph graph-learning network-embedding deep-learning graph-convolutional-networks graph-neural-networks graphsage random-walk node2vec graph-embedding gcn ggnn
Language:C++ 2873
awesome-community-detection
benedekrozemberczki / awesome-community-detection
A curated list of community detection research papers with implementations.
graph-clustering network-clustering clustering dimensionality-reduction factorization embedding deep-learning matrix-factorization igraph networkx bigclam network-science social-network network-analysis node2vec deepwalk unsupervised-learning data-science machine-learning community-detection
Language:Python 2265
karateclub
benedekrozemberczki / karateclub
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)
community-detection graph-clustering deepwalk networkx louvain network-science machine-learning unsupervised-learning gcn node2vec graph2vec supervised-learning sklearn networkx-graph scikit label-propagation graph-embedding network-embedding node-embedding 2vec
Language:Python 2084
CapsGNN
benedekrozemberczki / CapsGNN
A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).
capsgnn capsule-network capsule-neural-networks convolution pytorch research tensorflow machine-learning deep-learning gnn deepwalk node2vec graph-attention-networks graph-attention-model graph-classification sklearn struc2vec graph-convolution graph-neural-network
Language:Python 1229
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 876
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 774
datasets
benedekrozemberczki / datasets
A repository of pretty cool datasets that I collected for network science and machine learning research.
network-science network-analysis data-science machine-learning gcn graph-embedding network-embedding community-detection link-prediction node-classification graph-convolution node-embedding graph-neural-network gnn dimensionality-reduction deepwalk node2vec graph2vec benchmark dataset
583
GraphWaveletNeuralNetwork
benedekrozemberczki / GraphWaveletNeuralNetwork
A PyTorch implementation of "Graph Wavelet Neural Network" (ICLR 2019)
gcn graph-convolutional-network graph-convolution machine-learning deep-learning iclr sklearn pytorch deepwalk node2vec graphsage convolutional-neural-networks graph-representation research tensorflow graph-neural-networks gwnn transformer gpt2 gpt3
Language:Python 557
MixHop-and-N-GCN
benedekrozemberczki / MixHop-and-N-GCN
An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).
pytorch pytorch-cnn deep-learning machine-learning deepwalk node2vec gcn ngcn graph-convolution convolutional-neural-networks convolutional convolutional-layers tensorflow graph-representation-learning walklets walklet graph-attention-networks graph-attention multi-scale mixhop
Language:Python 397
APPNP
benedekrozemberczki / APPNP
A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).
gcn pytorch graph-convolutional-neural-networks graph-neural-network research machine-learning deep-learning deepwalk node2vec graph-attention attention pagerank graph-classification graph-embedding node-embedding iclr deep-neural-networks ppnp network-embedding appnp
Language:Python 356
lucashu1 / link-prediction
Representation learning for link prediction within social networks
link-prediction social-network graph-algorithms autoencoder representation-learning networkx node2vec
Language:Jupyter Notebook 336
AttentionWalk
benedekrozemberczki / AttentionWalk
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
pytorch torch attention deepwalk node2vec word2vec matrix-factorization deep-learning structural-attention walklet graph-representation-learning sklearn tensorflow nips neurips graph-attention implicit-factorization graph-neural-networks neurips-2018 machine-learning
Language:Python 312
SGCN
benedekrozemberczki / SGCN
A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).
gcn graphsage graph-convolution graph-embedding deepwalk node2vec graph-attention network-embedding node-classification signed-network sgcn deep-learning graph-neural-networks neural-network pytorch machine-learning pytorch-geometric transformer gpt2 gpt3
Language:Python 267
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
GEMSEC
benedekrozemberczki / GEMSEC
The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).
clustering m-nmf deepwalk node2vec word2vec tensorflow gemsec facebook deezer community-detection matrix-factorization implicit-factorization embedding neural-network semisupervised-learning unsupervised-learning gensim machine-learning network-embedding graph-embedding
Language:Python 249
xiangyue9607 / BioNEV
Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)
graph-embedding graph-embeddings-evaluation graph-embedding-methods biomedical-networks node-classification link-prediction network-embedding deepwalk node2vec line-embedding struc2vec sdne gae matrix-factorization graph-factorization biomedical-graphs
Language:Python 218
SEAL-CI
benedekrozemberczki / SEAL-CI
A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)
gcn graph-convolutional-networks active-learning active-learning-module deep-learning pytorch tensorflow graph-classification node-classification deep-learning-algorithms deepwalk node2vec graph-neural-network graph-representation-learning network-embedding graph-embedding graph-convolution machine-learning-algorithms gnn graph-neural-networks
Language:Python 206
Splitter
benedekrozemberczki / Splitter
A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).
deepwalk pytorch node2vec gensim ego-splitting machine-learning word2vec factorization implicit-factorization deep-learning deep-neural-network graph-neural-network node-embedding community-detection overlapping-community-detection clustering network-embedding graph-embedding word-vector graph-representation-learning
Language:Python 206
DANMF
benedekrozemberczki / DANMF
A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).
deep-learning autoencoder machine-learning data-science clustering community-detection nmf deepwalk node2vec mnmf gemsec coordinate-descent danmf node-embedding word2vec embedding sklearn cikm unsupervised-learning dimensionality-reduction
Language:Python 200
xptree / NetMF
Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec
social-network social-network-analysis network-embedding matrix-factorization deepwalk node2vec
Language:Python 186
GraphWaveMachine
benedekrozemberczki / GraphWaveMachine
A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".
graph-wavelet laplacian graph-embedding structural-embedding word2vec node2vec struc2vec kdd factorization wavelet graphwave machine-learning structural-role unsupervised-learning refex rolx embedding diffusion heat-kernel spectral
Language:Python 182
D2KLab / entity2rec
entity2rec generates item recommendation using property-specific knowledge graph embeddings
recommender-system knowledge-graph embeddings entities node2vec entity2vec word2vec
Language:Python 182
role2vec
benedekrozemberczki / role2vec
A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
gensim struc2vec deepwalk node2vec network-embedding graph-embedding node-embedding pytorch tensorflow machine-learning research sklearn weisfeiler-lehman graph-neural-network deep-learning graph-wavelet network-science representation-learning word2vec implicit-factorization
Language:Python 163
MUSAE
benedekrozemberczki / MUSAE
The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)
musae attributed-embedding node-embedding graph-embedding network-embedding gensim deepwalk node2vec tadw asne aane word2vec asonam walklets gemsec embedding network-analysis deep-learning implicit-factorization graph-neural-network
Language:Python 144
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 132
M-NMF
benedekrozemberczki / M-NMF
An implementation of "Community Preserving Network Embedding" (AAAI 2017)
m-nmf nmf matrix-factorization struc2vec come community-detection clustering implicit-factorization factorization deepwalk laplacian machine-learning semisupervised-learning neural-network tensorflow representation-learning unsupervised-learning deep-learning node2vec mnmf
Language:Python 119
diff2vec
benedekrozemberczki / diff2vec
Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.
diff2vec deepwalk node2vec struc2vec gensim tensorflow unsupervised-learning graph-embedding node-embedding network-embedding embedding factorization diffusion implicit-factorization machine-learning deep-learning semisupervised-learning neural-network complex-networks embeddings
Language:Python 118
walklets
benedekrozemberczki / walklets
A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).
embedding deepwalk walklet multiscale node-embedding graph-embedding machine-learning dimensionality-reduction word2vec node2vec graphlet word-embedding node-classification edge-prediction dont-walk-skip graph-mining gensim graph-neural-networks graph-convolution deep-learning
Language:Python 101
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
ASNE
benedekrozemberczki / ASNE
A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).
node2vec deepwalk node-embedding graph-embedding network-embedding word2vec aane asne tensorflow embedding 2vec attributed-embedding diff2vec gemsec attributed dimensionality-reduction data-science representation-learning factorization feature-extraction
Language:Python 79
data61 / stellar-random-walk
randomwalk neighborhood-sampling node2vec graph-algorithms spark scala
Language:Scala 79
SINE
benedekrozemberczki / SINE
A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).
aane asne deepwalk node2vec machine-learning deep-learning network-embedding graph-embedding node-embedding pytorch torch tensorflow sklearn unsupervised-learning dimensionality-reduction networkx gensim walklets grarep tadw
Language:Python 71
TENE
benedekrozemberczki / TENE
A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).
deep-learning network-embedding machine-learning node-embedding attributed-embedding deepwalk node2vec graph-convolution graph-neural-network matrix-factorization implicit-factorization feature-extraction pattern-recognition asne tadw tensorflow pytorch graph-embedding matrix-decomposition node-classification
Language:Python 71
benedekrozemberczki / RolX
An alternative implementation of Recursive Feature and Role Extraction (KDD11 & KDD12)
deepwalk node2vec rolx refex struc2vec word2vec gensim tensorflow unsupervised-learning graph-embedding node-embedding factorization implicit-factorization structural-embedding machine-learning deep-learning semisupervised-learning matrix-factorization embedding graph-mining
Language:Python 61

node2vec

benedekrozemberczki / awesome-graph-classification

shenweichen / GraphEmbedding

alibaba / euler

benedekrozemberczki / awesome-community-detection

benedekrozemberczki / karateclub

benedekrozemberczki / CapsGNN

benedekrozemberczki / graph2vec

benedekrozemberczki / ClusterGCN

benedekrozemberczki / datasets

benedekrozemberczki / GraphWaveletNeuralNetwork

benedekrozemberczki / MixHop-and-N-GCN

benedekrozemberczki / APPNP

lucashu1 / link-prediction

benedekrozemberczki / AttentionWalk

benedekrozemberczki / SGCN

benedekrozemberczki / GAM

benedekrozemberczki / GEMSEC

xiangyue9607 / BioNEV

benedekrozemberczki / SEAL-CI

benedekrozemberczki / Splitter

benedekrozemberczki / DANMF

xptree / NetMF

benedekrozemberczki / GraphWaveMachine

D2KLab / entity2rec

benedekrozemberczki / role2vec

benedekrozemberczki / MUSAE

benedekrozemberczki / EdMot

benedekrozemberczki / M-NMF

benedekrozemberczki / diff2vec

benedekrozemberczki / walklets

benedekrozemberczki / BANE

benedekrozemberczki / ASNE

data61 / stellar-random-walk

benedekrozemberczki / SINE

benedekrozemberczki / TENE

benedekrozemberczki / RolX