25 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
benedekrozemberczki
pytorch_geometric_temporal benedekrozemberczki
377
2.7k
mit
38
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
gcn gnn pytorch spatial-data deep-learning temporal-data node-embedding spatiotemporal graph-embedding network-science temporal-graphs spatial-analysis graph-convolution network-embedding temporal-networks spatio-temporal-data graph-neural-networks spatio-temporal-analysis graph-convolutional-networks
Created 2020-06-27
1,949 commits to master branch, last one about a month 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
dsgiitr
graph_nets dsgiitr
225
1.1k
unknown
39
PyTorch Implementation and Explanation of Graph Representation Learning papers: DeepWalk, GCN, GraphSAGE, ChebNet & GAT.
pytorch deepwalk graph-sage node-embedding graph-embedding chebyshev-polynomials graph-attention-networks graph-convolutional-networks graph-representation-learning
Created 2019-08-07
98 commits to master branch, last one 3 years 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
littleballoffur benedekrozemberczki
55
703
gpl-3.0
10
Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)
graph networkx sampling forest-fire random-walk deep-learning graph-sampling node-embedding graph-embedding network-science graph-algorithms machine-learning network-sampling network-analytics network-embedding community-structure metropolis-hastings graph-sparsification minimum-spanning-tree
Created 2020-05-03
1,439 commits to master branch, last one about a year 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
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
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
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
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
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
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
tigerlily benedekrozemberczki
9
98
apache-2.0
2
TigerLily: Finding drug interactions in silico with the Graph.
ddi node graph biology embedding tigergraph deep-learning graph-database node-embedding graph-embedding knowledge-graph network-science pharmaceuticals machine-learning gradient-boosting heterogeneous-graph drug-drug-interaction unsupervised-learning graph-machine-learning
Created 2022-02-28
104 commits to main branch, last one about a year ago
GemsLab
REGAL GemsLab
17
92
mit
3
Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings
scalability graph-matching node-embedding network-alignment network-embedding matrix-factorization representation-learning
Created 2018-08-25
10 commits to master branch, last one 3 years 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
benedekrozemberczki
RolX benedekrozemberczki
20
67
gpl-3.0
2
An alternative implementation of Recursive Feature and Role Extraction (KDD11 & KDD12)
rolx refex gensim deepwalk node2vec word2vec embedding struc2vec tensorflow graph-mining deep-learning factorization node-embedding graph-embedding machine-learning matrix-factorization structural-embedding unsupervised-learning implicit-factorization semisupervised-learning
Created 2018-05-29
68 commits to master branch, last one 2 years ago
abhilash1910
SpectralEmbeddings abhilash1910
6
65
other
3
spectralembeddings is a python library which is used to generate node embeddings from Knowledge graphs using GCN kernels and Graph Autoencoders. Variations include VanillaGCN,ChebyshevGCN and Spline ...
tf gcn sdne spline spectral gcn-filter vanillagcn tensorflow2 node-embedding chebyshev-polynomials
Created 2021-08-16
19 commits to master branch, last one 3 years ago
benedekrozemberczki
GraRep benedekrozemberczki
25
63
gpl-3.0
7
A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).
nmf svd aane asne tadw gensim grarep deepwalk node2vec role2vec walklets word2vec embedding graph2vec deep-learning node-embedding graph-embedding network-embedding matrix-factorization singular-value-decomposition
Created 2019-05-06
71 commits to master branch, last one 2 years ago
benedekrozemberczki
TADW benedekrozemberczki
14
57
gpl-3.0
3
An implementation of "Network Representation Learning with Rich Text Information" (IJCAI '15).
nmf 2vec tadw gensim awesome deepwalk node2vec word2vec embedding data-mining text-mining data-science factorization node-embedding graph-embedding machine-learning network-embedding attributed-embedding matrix-factorization unsupervised-learning
Created 2018-09-18
83 commits to master branch, last one 2 years ago
benedekrozemberczki
FEATHER benedekrozemberczki
13
45
mit
3
The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".
graph pytorch deepwalk networkx node2vec graph2vec tensorflow data-mining graph-kernel deep-learning neural-network node-embedding graph-embedding machine-learning graph-convolution network-embedding node-classification deep-neural-networks graph-classification representation-learning
Created 2020-02-17
139 commits to master branch, last one about a year ago
XiaShan1227
Graphormer XiaShan1227
8
36
unknown
1
Do Transformers Really Perform Bad for Graph Representation? [NIPS-2021]
transformer deep-learning edge-embedding node-embedding self-attention attention-mechanism
Created 2024-04-23
3 commits to master branch, last one 24 days ago