Projects in Awesome Lists tagged with node-embedding

https://github.com/benedekrozemberczki/awesome-graph-embedding

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

attention-mechanism classification-algorithm deep-graph-kernels deepwalk graph-attention-model graph-attention-networks graph-classification graph-convolutional-networks graph-embedding graph-kernel graph-kernels graph-representation-learning graph2vec kernel-methods netlsd network-embedding node-embedding node2vec structural-attention weisfeiler-lehman

Last synced: 22 Jan 2025

https://github.com/benedekrozemberczki/pytorch_geometric_temporal

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

deep-learning gcn gnn graph-convolution graph-convolutional-networks graph-embedding graph-neural-networks network-embedding network-science node-embedding pytorch spatial-analysis spatial-data spatio-temporal-analysis spatio-temporal-data spatiotemporal temporal-data temporal-graphs temporal-networks

Last synced: 23 Apr 2025

https://github.com/benedekrozemberczki/karateclub

Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

2vec community-detection deepwalk gcn graph-clustering graph-embedding graph2vec label-propagation louvain machine-learning network-embedding network-science networkx networkx-graph node-embedding node2vec scikit sklearn supervised-learning unsupervised-learning

Last synced: 14 May 2025

https://github.com/dsgiitr/graph_nets

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

chebyshev-polynomials deepwalk graph-attention-networks graph-convolutional-networks graph-embedding graph-representation-learning graph-sage node-embedding pytorch

Last synced: 14 May 2025

https://github.com/benedekrozemberczki/graph2vec

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

deepwalk diff2vec gemsec graph-embedding graph-kernel graph-wavelet graph2vec implicit-matrix-factorization kernel machine-learning matrix-factorization node-embedding node2vec noise-contrastive-estimation struc2vec subgraph2vec transformer unsupervised-learning weisfeiler-lehman word2vec

Last synced: 04 Apr 2025

https://github.com/benedekrozemberczki/littleballoffur

Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)

community-structure deep-learning forest-fire graph graph-algorithms graph-embedding graph-sampling graph-sparsification machine-learning metropolis-hastings minimum-spanning-tree network-analytics network-embedding network-sampling network-science networkx node-embedding random-walk sampling

Last synced: 08 Apr 2025

https://github.com/benedekrozemberczki/datasets

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

benchmark community-detection data-science dataset deepwalk dimensionality-reduction gcn gnn graph-convolution graph-embedding graph-neural-network graph2vec link-prediction machine-learning network-analysis network-embedding network-science node-classification node-embedding node2vec

Last synced: 04 Mar 2025

https://github.com/benedekrozemberczki/appnp

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

appnp attention deep-learning deep-neural-networks deepwalk gcn graph-attention graph-classification graph-convolutional-neural-networks graph-embedding graph-neural-network iclr machine-learning network-embedding node-embedding node2vec pagerank ppnp pytorch research

Last synced: 07 Apr 2025

https://github.com/benedekrozemberczki/APPNP

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

appnp attention deep-learning deep-neural-networks deepwalk gcn graph-attention graph-classification graph-convolutional-neural-networks graph-embedding graph-neural-network iclr machine-learning network-embedding node-embedding node2vec pagerank ppnp pytorch research

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/splitter

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

clustering community-detection deep-learning deep-neural-network deepwalk ego-splitting factorization gensim graph-embedding graph-neural-network graph-representation-learning implicit-factorization machine-learning network-embedding node-embedding node2vec overlapping-community-detection pytorch word-vector word2vec

Last synced: 07 May 2025

https://github.com/benedekrozemberczki/Splitter

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

clustering community-detection deep-learning deep-neural-network deepwalk ego-splitting factorization gensim graph-embedding graph-neural-network graph-representation-learning implicit-factorization machine-learning network-embedding node-embedding node2vec overlapping-community-detection pytorch word-vector word2vec

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/danmf

A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).

autoencoder cikm clustering community-detection coordinate-descent danmf data-science deep-learning deepwalk dimensionality-reduction embedding gemsec machine-learning mnmf nmf node-embedding node2vec sklearn unsupervised-learning word2vec

Last synced: 06 May 2025

https://github.com/benedekrozemberczki/DANMF

A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).

autoencoder cikm clustering community-detection coordinate-descent danmf data-science deep-learning deepwalk dimensionality-reduction embedding gemsec machine-learning mnmf nmf node-embedding node2vec sklearn unsupervised-learning word2vec

Last synced: 27 Mar 2025

https://github.com/benedekrozemberczki/musae

The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)

aane asne asonam attributed-embedding deep-learning deepwalk embedding gemsec gensim graph-embedding graph-neural-network implicit-factorization musae network-analysis network-embedding node-embedding node2vec tadw walklets word2vec

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/role2vec

A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).

deep-learning deepwalk gensim graph-embedding graph-neural-network graph-wavelet implicit-factorization machine-learning network-embedding network-science node-embedding node2vec pytorch representation-learning research sklearn struc2vec tensorflow weisfeiler-lehman word2vec

Last synced: 19 Dec 2024

https://github.com/benedekrozemberczki/MUSAE

The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)

aane asne asonam attributed-embedding deep-learning deepwalk embedding gemsec gensim graph-embedding graph-neural-network implicit-factorization musae network-analysis network-embedding node-embedding node2vec tadw walklets word2vec

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/diff2vec

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

complex-networks deep-learning deepwalk diff2vec diffusion embedding embeddings factorization gensim graph-embedding implicit-factorization machine-learning network-embedding neural-network node-embedding node2vec semisupervised-learning struc2vec tensorflow unsupervised-learning

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/walklets

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

deep-learning deepwalk dimensionality-reduction dont-walk-skip edge-prediction embedding gensim graph-convolution graph-embedding graph-mining graph-neural-networks graphlet machine-learning multiscale node-classification node-embedding node2vec walklet word-embedding word2vec

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/tigerlily

TigerLily: Finding drug interactions in silico with the Graph.

biology ddi deep-learning drug-drug-interaction embedding gradient-boosting graph graph-database graph-embedding graph-machine-learning heterogeneous-graph knowledge-graph machine-learning network-science node node-embedding pharmaceuticals tigergraph unsupervised-learning

Last synced: 11 Apr 2025

https://github.com/GemsLab/REGAL

Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings

graph-matching matrix-factorization network-alignment network-embedding node-embedding representation-learning scalability

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/asne

A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).

2vec aane asne attributed attributed-embedding data-science deepwalk diff2vec dimensionality-reduction embedding factorization feature-extraction gemsec graph-embedding network-embedding node-embedding node2vec representation-learning tensorflow word2vec

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/TENE

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

asne attributed-embedding deep-learning deepwalk feature-extraction graph-convolution graph-embedding graph-neural-network implicit-factorization machine-learning matrix-decomposition matrix-factorization network-embedding node-classification node-embedding node2vec pattern-recognition pytorch tadw tensorflow

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/tene

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

asne attributed-embedding deep-learning deepwalk feature-extraction graph-convolution graph-embedding graph-neural-network implicit-factorization machine-learning matrix-decomposition matrix-factorization network-embedding node-classification node-embedding node2vec pattern-recognition pytorch tadw tensorflow

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/SINE

A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).

aane asne deep-learning deepwalk dimensionality-reduction gensim graph-embedding grarep machine-learning network-embedding networkx node-embedding node2vec pytorch sklearn tadw tensorflow torch unsupervised-learning walklets

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/sine

A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).

aane asne deep-learning deepwalk dimensionality-reduction gensim graph-embedding grarep machine-learning network-embedding networkx node-embedding node2vec pytorch sklearn tadw tensorflow torch unsupervised-learning walklets

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/rolx

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

deep-learning deepwalk embedding factorization gensim graph-embedding graph-mining implicit-factorization machine-learning matrix-factorization node-embedding node2vec refex rolx semisupervised-learning struc2vec structural-embedding tensorflow unsupervised-learning word2vec

Last synced: 11 Apr 2025

https://github.com/abhilash1910/spectralembeddings

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 GCN along with SDNe based Graph Autoencoder.

chebyshev-polynomials gcn gcn-filter node-embedding sdne spectral spline tensorflow2 tf vanillagcn

Last synced: 15 Mar 2025

https://github.com/benedekrozemberczki/grarep

A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).

aane asne deep-learning deepwalk embedding gensim graph-embedding graph2vec grarep matrix-factorization network-embedding nmf node-embedding node2vec role2vec singular-value-decomposition svd tadw walklets word2vec

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/GraRep

A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).

aane asne deep-learning deepwalk embedding gensim graph-embedding graph2vec grarep matrix-factorization network-embedding nmf node-embedding node2vec role2vec singular-value-decomposition svd tadw walklets word2vec

Last synced: 20 Nov 2024

https://github.com/benedekrozemberczki/FEATHER

The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".

data-mining deep-learning deep-neural-networks deepwalk graph graph-classification graph-convolution graph-embedding graph-kernel graph2vec machine-learning network-embedding networkx neural-network node-classification node-embedding node2vec pytorch representation-learning tensorflow

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/feather

The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".

data-mining deep-learning deep-neural-networks deepwalk graph graph-classification graph-convolution graph-embedding graph-kernel graph2vec machine-learning network-embedding networkx neural-network node-classification node-embedding node2vec pytorch representation-learning tensorflow