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struc2vec

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shenweichen / GraphEmbedding

Implementation and experiments of graph embedding algorithms.

deepwalk node2vec line struc2vec graph

Python

3795

1000

1 年前

benedekrozemberczki / CapsGNN

A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).

capsgnn capsule-network capsule-neural-networks convolution PyTorch research Tensorflow 机器学习深度学习 gnn deepwalk node2vec graph-attention-networks graph-attention-model scikit-learn struc2vec graph-convolution graph-neural-network

Python

1254

199

2 年前

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 weisfeiler-lehman Kernel matrix-factorization 机器学习 unsupervised-learning transformer

Python

920

168

2 年前

xiangyue9607 / BioNEV

Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)

graph-embedding network-embedding deepwalk node2vec struc2vec matrix-factorization

Python

226

5 年前

benedekrozemberczki / GraphWaveMachine

A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".

graph-wavelet graph-embedding word2vec node2vec struc2vec factorization wavelet 机器学习 unsupervised-learning embedding diffusion

Python

187

2 年前

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 机器学习 research scikit-learn weisfeiler-lehman graph-neural-network 深度学习 graph-wavelet network-science representation-learning word2vec

Python

167

2 年前

benedekrozemberczki / diff2vec

Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.

deepwalk node2vec struc2vec gensim Tensorflow unsupervised-learning graph-embedding node-embedding network-embedding embedding factorization diffusion 机器学习深度学习神经网络 complex-networks embeddings

Python

126

2 年前

benedekrozemberczki / M-NMF

An implementation of "Community Preserving Network Embedding" (AAAI 2017)

nmf matrix-factorization struc2vec community-detection clustering factorization deepwalk 机器学习神经网络 Tensorflow representation-learning unsupervised-learning 深度学习 node2vec mnmf

Python

121

2 年前

benedekrozemberczki / RolX

An alternative implementation of Recursive Feature and Role Extraction (KDD11 & KDD12)

deepwalk node2vec struc2vec word2vec gensim Tensorflow unsupervised-learning graph-embedding node-embedding factorization 机器学习深度学习 matrix-factorization embedding

Python

2 年前

maxuewei2 / RiWalk

Code for the ICDM 2019 Paper "RiWalk: Fast Structural Node Embedding via Role Identification".

network-embedding graph-embedding graph-algorithms graph-representation-learning graph struc2vec representation-learning

Python

5 年前

benedekrozemberczki / GRAF

Inner product natural graph factorization machine used in 'GEMSEC: Graph Embedding with Self Clustering' .

deepwalk node2vec struc2vec word2vec Tensorflow unsupervised-learning graph-embedding node-embedding factorization 机器学习 matrix-factorization clustering graph embedding community community-detection

Python

3 年前

Flians / GraphComputing

Graph representation, GNN, and some graph algorithms

csr gnn struc2vec graph-algorithms

Java

5 年前