37 results found Sort:

benedekrozemberczki
awesome-graph-classification benedekrozemberczki
742
4.8k
cc0-1.0
217
A collection of important graph embedding, classification and representation learning papers with implementations.
netlsd deepwalk node2vec graph2vec graph-kernel graph-kernels kernel-methods node-embedding graph-embedding network-embedding weisfeiler-lehman deep-graph-kernels attention-mechanism graph-classification structural-attention graph-attention-model classification-algorithm graph-attention-networks graph-convolutional-networks graph-representation-learning
Created 2018-07-14
422 commits to master branch, last one about a year ago
shenweichen
GraphEmbedding shenweichen
996
3.7k
mit
63
Implementation and experiments of graph embedding algorithms.
line sdne graph deepwalk node2vec struc2vec graphembedding
Created 2019-02-11
30 commits to master branch, last one 2 years ago
alibaba
euler alibaba
558
2.9k
apache-2.0
138
A distributed graph deep learning framework.
gcn ggnn graph node2vec graphsage random-walk deep-learning graph-learning graph-embedding network-embedding graph-neural-networks graph-convolutional-networks
Created 2019-01-10
8 commits to master branch, last one 4 years ago
benedekrozemberczki
awesome-community-detection benedekrozemberczki
362
2.3k
cc0-1.0
110
A curated list of community detection research papers with implementations.
igraph bigclam deepwalk networkx node2vec embedding clustering data-science deep-learning factorization social-network network-science graph-clustering machine-learning network-analysis network-clustering community-detection matrix-factorization unsupervised-learning dimensionality-reduction
Created 2018-10-10
481 commits to master branch, last one 8 months ago
benedekrozemberczki
karateclub benedekrozemberczki
247
2.2k
gpl-3.0
38
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)
gcn 2vec scikit louvain sklearn deepwalk networkx node2vec graph2vec networkx-graph node-embedding graph-embedding network-science graph-clustering machine-learning label-propagation network-embedding community-detection supervised-learning unsupervised-learning
Created 2019-12-05
2,319 commits to master branch, last one 4 months ago
benedekrozemberczki
CapsGNN benedekrozemberczki
198
1.2k
gpl-3.0
29
A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).
gnn capsgnn pytorch sklearn deepwalk node2vec research struc2vec tensorflow convolution deep-learning capsule-network machine-learning graph-convolution graph-classification graph-neural-network graph-attention-model capsule-neural-networks graph-attention-networks
Created 2019-01-29
180 commits to master branch, last one about a year ago
benedekrozemberczki
graph2vec benedekrozemberczki
169
904
gpl-3.0
20
A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).
gemsec kernel deepwalk diff2vec node2vec word2vec graph2vec struc2vec transformer graph-kernel subgraph2vec graph-wavelet node-embedding graph-embedding machine-learning weisfeiler-lehman matrix-factorization unsupervised-learning noise-contrastive-estimation implicit-matrix-factorization
Created 2018-07-10
87 commits to master branch, last one 2 years ago
benedekrozemberczki
ClusterGCN benedekrozemberczki
136
787
gpl-3.0
20
A PyTorch implementation of "Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks" (KDD 2019).
gcn metis musae gemsec louvain pytorch deepwalk diff2vec node2vec graph2vec graphsage clustering deep-learning neural-network graph-clustering graph-convolution community-detection node-classification graph-neural-networks graph-convolutional-networks
Created 2019-06-17
144 commits to master branch, last one 2 years ago
benedekrozemberczki
datasets benedekrozemberczki
84
611
mit
14
A repository of pretty cool datasets that I collected for network science and machine learning research.
gcn gnn dataset deepwalk node2vec benchmark graph2vec data-science node-embedding graph-embedding link-prediction network-science machine-learning network-analysis graph-convolution network-embedding community-detection node-classification graph-neural-network dimensionality-reduction
Created 2019-04-07
335 commits to master branch, last one 8 months ago
benedekrozemberczki
GraphWaveletNeuralNetwork benedekrozemberczki
116
575
gpl-3.0
16
A PyTorch implementation of "Graph Wavelet Neural Network" (ICLR 2019)
gcn gpt2 gpt3 gwnn iclr pytorch sklearn deepwalk node2vec research graphsage tensorflow transformer deep-learning machine-learning graph-convolution graph-representation graph-neural-networks graph-convolutional-network convolutional-neural-networks
Created 2019-01-18
118 commits to master branch, last one about a year ago
benedekrozemberczki
MixHop-and-N-GCN benedekrozemberczki
55
402
gpl-3.0
15
An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).
gcn ngcn mixhop pytorch walklet deepwalk node2vec walklets tensorflow multi-scale pytorch-cnn convolutional deep-learning graph-attention machine-learning graph-convolution convolutional-layers graph-attention-networks convolutional-neural-networks graph-representation-learning
Created 2019-02-23
141 commits to master branch, last one 2 years ago
benedekrozemberczki
APPNP benedekrozemberczki
49
364
gpl-3.0
9
A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).
gcn iclr ppnp appnp pytorch deepwalk node2vec pagerank research attention deep-learning node-embedding graph-attention graph-embedding machine-learning network-embedding deep-neural-networks graph-classification graph-neural-network graph-convolutional-neural-networks
Created 2019-02-12
155 commits to master branch, last one 2 years ago
benedekrozemberczki
AttentionWalk benedekrozemberczki
48
320
gpl-3.0
10
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
nips torch neurips pytorch sklearn walklet deepwalk node2vec word2vec attention tensorflow neurips-2018 deep-learning graph-attention machine-learning matrix-factorization structural-attention graph-neural-networks implicit-factorization graph-representation-learning
Created 2019-01-11
84 commits to master branch, last one 2 years ago
benedekrozemberczki
SGCN benedekrozemberczki
58
268
gpl-3.0
12
A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).
gcn gpt2 gpt3 sgcn pytorch deepwalk node2vec graphsage transformer deep-learning neural-network signed-network graph-attention graph-embedding machine-learning graph-convolution network-embedding pytorch-geometric node-classification graph-neural-networks
Created 2018-12-07
135 commits to master branch, last one about a year ago
benedekrozemberczki
GAM benedekrozemberczki
57
268
gpl-3.0
12
A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).
gcn pytorch sklearn deepwalk node2vec attention graph2vec graphsage graph-attention neural-networks machine-learning graph-convolution transfer-learning reinforcement-agent graph-classification structural-attention reinforcement-learning deep-reinforcement-learning
Created 2018-12-28
95 commits to master branch, last one 2 years ago
benedekrozemberczki
GEMSEC benedekrozemberczki
50
252
gpl-3.0
15
The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).
m-nmf deezer gemsec gensim deepwalk facebook node2vec word2vec embedding clustering tensorflow neural-network graph-embedding machine-learning network-embedding community-detection matrix-factorization unsupervised-learning implicit-factorization semisupervised-learning
Created 2018-01-23
157 commits to master branch, last one 2 years ago
benedekrozemberczki
Splitter benedekrozemberczki
44
213
gpl-3.0
11
A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).
gensim pytorch deepwalk node2vec word2vec clustering word-vector deep-learning ego-splitting factorization node-embedding graph-embedding machine-learning network-embedding community-detection deep-neural-network graph-neural-network implicit-factorization graph-representation-learning overlapping-community-detection
Created 2019-03-17
126 commits to master branch, last one about a year ago
benedekrozemberczki
SEAL-CI benedekrozemberczki
43
208
gpl-3.0
10
A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)
gcn gnn pytorch deepwalk node2vec tensorflow deep-learning active-learning graph-embedding graph-convolution network-embedding node-classification graph-classification graph-neural-network graph-neural-networks active-learning-module deep-learning-algorithms machine-learning-algorithms graph-convolutional-networks graph-representation-learning
Created 2019-04-23
126 commits to master branch, last one 2 years ago
benedekrozemberczki
DANMF benedekrozemberczki
41
202
gpl-3.0
10
A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).
nmf cikm mnmf danmf gemsec sklearn deepwalk node2vec word2vec embedding clustering autoencoder data-science deep-learning node-embedding machine-learning coordinate-descent community-detection unsupervised-learning dimensionality-reduction
Created 2018-11-22
76 commits to master branch, last one about a year ago
benedekrozemberczki
GraphWaveMachine benedekrozemberczki
33
182
gpl-3.0
7
A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".
kdd rolx refex wavelet node2vec spectral word2vec diffusion embedding graphwave laplacian struc2vec heat-kernel factorization graph-wavelet graph-embedding structural-role machine-learning structural-embedding unsupervised-learning
Created 2018-04-23
88 commits to master branch, last one about a year ago
benedekrozemberczki
role2vec benedekrozemberczki
32
166
gpl-3.0
12
A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
gensim pytorch sklearn deepwalk node2vec research word2vec struc2vec tensorflow deep-learning graph-wavelet node-embedding graph-embedding network-science machine-learning network-embedding weisfeiler-lehman graph-neural-network implicit-factorization representation-learning
Created 2019-01-27
119 commits to master branch, last one 2 years ago
benedekrozemberczki
MUSAE benedekrozemberczki
21
159
gpl-3.0
5
The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)
aane asne tadw musae asonam gemsec gensim deepwalk node2vec walklets word2vec embedding deep-learning node-embedding graph-embedding network-analysis network-embedding attributed-embedding graph-neural-network implicit-factorization
Created 2019-04-17
182 commits to master branch, last one 2 years ago
benedekrozemberczki
EdMot benedekrozemberczki
19
133
gpl-3.0
5
An implementation of "EdMot: An Edge Enhancement Approach for Motif-aware Community Detection" (KDD 2019)
gcn gnn motif gemsec igraph louvain deepwalk networkx node2vec graph2vec graph-deco graph-motif deep-learning network-motif graph-algorithm graph-embedding graph-clustering network-embedding graph-partitioning community-detection
Created 2019-07-30
80 commits to master branch, last one 2 years ago
benedekrozemberczki
diff2vec benedekrozemberczki
20
127
gpl-3.0
6
Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.
gensim deepwalk diff2vec node2vec diffusion embedding struc2vec embeddings tensorflow deep-learning factorization neural-network node-embedding graph-embedding complex-networks machine-learning network-embedding unsupervised-learning implicit-factorization semisupervised-learning
Created 2017-10-13
131 commits to master branch, last one 2 years ago
benedekrozemberczki
M-NMF benedekrozemberczki
27
120
gpl-3.0
7
An implementation of "Community Preserving Network Embedding" (AAAI 2017)
nmf come mnmf m-nmf deepwalk node2vec laplacian struc2vec clustering tensorflow deep-learning factorization neural-network machine-learning community-detection matrix-factorization unsupervised-learning implicit-factorization representation-learning semisupervised-learning
Created 2018-05-22
70 commits to master branch, last one 2 years ago
benedekrozemberczki
walklets benedekrozemberczki
22
105
gpl-3.0
9
A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).
gensim walklet deepwalk graphlet node2vec word2vec embedding multiscale graph-mining deep-learning dont-walk-skip node-embedding word-embedding edge-prediction graph-embedding machine-learning graph-convolution node-classification graph-neural-networks dimensionality-reduction
Created 2018-08-09
97 commits to master branch, last one about a year ago
benedekrozemberczki
BANE benedekrozemberczki
17
86
gpl-3.0
8
A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).
svd bane icdm lane line node tadw graph musae fscnmf gemsec tridnr deepwalk diff2vec node2vec word2vec embedding graph2vec factorization dimensionality-reduction
Created 2018-11-14
65 commits to master branch, last one about a year ago
benedekrozemberczki
ASNE benedekrozemberczki
27
82
gpl-3.0
6
A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).
2vec aane asne gemsec deepwalk diff2vec node2vec word2vec embedding attributed tensorflow data-science factorization node-embedding graph-embedding network-embedding feature-extraction attributed-embedding representation-learning dimensionality-reduction
Created 2018-10-05
78 commits to master branch, last one 2 years ago
benedekrozemberczki
TENE benedekrozemberczki
17
73
gpl-3.0
4
A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).
asne tadw pytorch deepwalk node2vec tensorflow deep-learning node-embedding graph-embedding machine-learning graph-convolution network-embedding feature-extraction node-classification pattern-recognition attributed-embedding graph-neural-network matrix-decomposition matrix-factorization implicit-factorization
Created 2018-12-06
45 commits to master branch, last one 2 years ago
benedekrozemberczki
SINE benedekrozemberczki
18
72
gpl-3.0
9
A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).
aane asne tadw torch gensim grarep pytorch sklearn deepwalk networkx node2vec walklets tensorflow deep-learning node-embedding graph-embedding machine-learning network-embedding unsupervised-learning dimensionality-reduction
Created 2019-01-07
92 commits to master branch, last one about a year ago