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node-embedding

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awesome-graph-classification

benedekrozemberczki / awesome-graph-classification

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Star 4.7k

A collection of important graph embedding, classification and representation learning papers with implementations.

deepwalk kernel-methods attention-mechanism network-embedding graph-kernel graph-kernels graph-convolutional-networks classification-algorithm node2vec weisfeiler-lehman graph-embedding graph-classification graph-attention-networks graph-representation-learning graph2vec deep-graph-kernels netlsd graph-attention-model structural-attention node-embedding
  • Updated Mar 18, 2023
  • Python
pytorch_geometric_temporal

benedekrozemberczki / pytorch_geometric_temporal

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PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

deep-learning network-science pytorch temporal-networks spatial-analysis spatial-data spatiotemporal network-embedding spatio-temporal-analysis graph-convolutional-networks gcn spatio-temporal-data temporal-data graph-embedding graph-neural-networks node-embedding graph-convolution gnn temporal-graphs
  • Updated Apr 15, 2024
  • Python
graph2vec

benedekrozemberczki / graph2vec

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Star 879

A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).

machine-learning kernel word2vec deepwalk matrix-factorization transformer unsupervised-learning graph-kernel node2vec weisfeiler-lehman noise-contrastive-estimation graph-embedding graph2vec subgraph2vec graph-wavelet node-embedding struc2vec implicit-matrix-factorization diff2vec gemsec
  • Updated Nov 6, 2022
  • Python
Splitter

benedekrozemberczki / Splitter

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Star 207

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

machine-learning deep-learning clustering word2vec community-detection pytorch deepwalk gensim factorization network-embedding node2vec graph-embedding overlapping-community-detection deep-neural-network graph-representation-learning node-embedding implicit-factorization graph-neural-network ego-splitting word-vector
  • Updated Jun 6, 2023
  • Python
walklets

benedekrozemberczki / walklets

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Star 101

A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).

machine-learning deep-learning word2vec deepwalk dimensionality-reduction gensim edge-prediction multiscale graph-mining embedding node2vec word-embedding graph-embedding node-classification graph-neural-networks node-embedding walklet graphlet dont-walk-skip graph-convolution
  • Updated Mar 18, 2023
  • Python
TENE

benedekrozemberczki / TENE

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Star 71

A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).

machine-learning deep-learning tensorflow pytorch deepwalk matrix-factorization feature-extraction pattern-recognition network-embedding node2vec graph-embedding node-classification node-embedding implicit-factorization tadw attributed-embedding asne graph-convolution graph-neural-network matrix-decomposition
  • Updated Sep 19, 2022
  • Python

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