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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 node2vec graph-embedding network-embedding node-embedding graph-representation-learning deepwalk graph-convolutional-networks

Python

4789

739

2 年前

shenweichen / GraphEmbedding

Implementation and experiments of graph embedding algorithms.

deepwalk node2vec line struc2vec graph

Python

3795

999

1 年前

benedekrozemberczki / awesome-community-detection

A curated list of community detection research papers with implementations.

graph-clustering network-clustering clustering dimensionality-reduction factorization embedding 深度学习 matrix-factorization igraph networkx network-science social-network network-analysis node2vec deepwalk unsupervised-learning 数据科学机器学习 community-detection

Python

2371

364

1 年前

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 机器学习 unsupervised-learning gcn node2vec graph2vec supervised-learning scikit-learn graph-embedding network-embedding node-embedding

Python

2218

249

9 个月前

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

dsgiitr / graph_nets

PyTorch Implementation and Explanation of Graph Representation Learning papers: DeepWalk, GCN, GraphSAGE, ChebNet & GAT.

graph-representation-learning graph-convolutional-networks graph-attention-networks graph-embedding deepwalk node-embedding PyTorch

Jupyter Notebook

1186

227

22 天前

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

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 community-detection clustering graph-clustering 神经网络深度学习 louvain

Python

799

136

2 年前

benedekrozemberczki / datasets

A repository of pretty cool datasets that I collected for network science and machine learning research.

network-science network-analysis 数据科学机器学习 gcn graph-embedding network-embedding community-detection graph-convolution node-embedding graph-neural-network gnn dimensionality-reduction deepwalk node2vec graph2vec benchmark dataset

629

1 年前

benedekrozemberczki / GraphWaveletNeuralNetwork

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

gcn graph-convolution 机器学习深度学习 iclr scikit-learn PyTorch deepwalk node2vec graphsage convolutional-neural-networks research Tensorflow graph-neural-networks transformer gpt2 gpt3

Python

592

117

2 年前

BaseModelAI / cleora

Cleora AI is a general-purpose open-source model for efficient, scalable learning of stable and inductive entity embeddings for heterogeneous relational data. Created by Synerise.com team.

人工智能 graphs embeddings 机器学习 deepwalk entity datasets

Jupyter Notebook

502

5 个月前

benedekrozemberczki / MixHop-and-N-GCN

An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).

PyTorch pytorch-cnn 深度学习机器学习 deepwalk node2vec gcn graph-convolution convolutional-neural-networks convolutional-layers Tensorflow graph-representation-learning graph-attention-networks

Python

404

2 年前

benedekrozemberczki / APPNP

A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).

gcn PyTorch graph-neural-network research 机器学习深度学习 deepwalk node2vec attention graph-embedding node-embedding iclr 深度神经网络 network-embedding

Python

368

2 年前

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 深度学习 structural-attention graph-representation-learning scikit-learn Tensorflow nips neurips graph-neural-networks 机器学习

Python

325

2 年前

benedekrozemberczki / SGCN

A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).

gcn graphsage graph-convolution graph-embedding deepwalk node2vec network-embedding 深度学习 graph-neural-networks 神经网络 PyTorch 机器学习 pytorch-geometric transformer gpt2 gpt3

Python

275

2 年前

benedekrozemberczki / GAM

A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).

graph-convolution gcn attention structural-attention deepwalk node2vec graph2vec graphsage 机器学习 transfer-learning reinforcement-learning deep-reinforcement-learning neural-networks PyTorch scikit-learn

Python

273

2 年前

benedekrozemberczki / GEMSEC

The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).

clustering deepwalk node2vec word2vec Tensorflow Facebook deezer community-detection matrix-factorization embedding 神经网络 unsupervised-learning gensim 机器学习 network-embedding graph-embedding

Python

260

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 / Splitter

A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).

deepwalk PyTorch node2vec gensim 机器学习 word2vec factorization 深度学习深度神经网络 graph-neural-network node-embedding community-detection clustering network-embedding graph-embedding graph-representation-learning

Python

213

2 年前

benedekrozemberczki / SEAL-CI

A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)

gcn graph-convolutional-networks active-learning 深度学习 PyTorch Tensorflow deepwalk node2vec graph-neural-network graph-representation-learning network-embedding graph-embedding graph-convolution 机器学习 gnn graph-neural-networks

Python

211

2 年前