Projects in Awesome Lists by benedekrozemberczki

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: 31 Jul 2024

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: 31 Jul 2024

https://github.com/benedekrozemberczki/CapsGNN

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

capsgnn capsule-network capsule-neural-networks convolution deep-learning deepwalk gnn graph-attention-model graph-attention-networks graph-classification graph-convolution graph-neural-network machine-learning node2vec pytorch research sklearn struc2vec tensorflow

Last synced: 31 Jul 2024

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: 31 Jul 2024

https://github.com/benedekrozemberczki/ClusterGCN

A PyTorch implementation of "Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks" (KDD 2019).

clustering community-detection deep-learning deepwalk diff2vec gcn gemsec graph-clustering graph-convolution graph-convolutional-networks graph-neural-networks graph2vec graphsage louvain metis musae neural-network node-classification node2vec pytorch

Last synced: 02 Aug 2024

https://github.com/benedekrozemberczki/SimGNN

A PyTorch implementation of "SimGNN: A Neural Network Approach to Fast Graph Similarity Computation" (WSDM 2019).

attention-mechanism deep-learning gcn ged gnn graph-attention graph-classification graph-convolution graph-edit-distance graph-embedding graph-similarity machine-learning network-embedding neural-network pytorch simgnn sklearn tensor-network tensorflow wsdm

Last synced: 08 Aug 2024

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: 31 Jul 2024

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: 01 Aug 2024

https://github.com/benedekrozemberczki/GraphWaveletNeuralNetwork

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

convolutional-neural-networks deep-learning deepwalk gcn gpt2 gpt3 graph-convolution graph-convolutional-network graph-neural-networks graph-representation graphsage gwnn iclr machine-learning node2vec pytorch research sklearn tensorflow transformer

Last synced: 01 Aug 2024

https://github.com/benedekrozemberczki/MixHop-and-N-GCN

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

convolutional convolutional-layers convolutional-neural-networks deep-learning deepwalk gcn graph-attention graph-attention-networks graph-convolution graph-representation-learning machine-learning mixhop multi-scale ngcn node2vec pytorch pytorch-cnn tensorflow walklet walklets

Last synced: 01 Aug 2024

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: 01 Aug 2024

https://github.com/benedekrozemberczki/AttentionWalk

A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).

attention deep-learning deepwalk graph-attention graph-neural-networks graph-representation-learning implicit-factorization machine-learning matrix-factorization neurips neurips-2018 nips node2vec pytorch sklearn structural-attention tensorflow torch walklet word2vec

Last synced: 01 Aug 2024

https://github.com/benedekrozemberczki/SGCN

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

deep-learning deepwalk gcn gpt2 gpt3 graph-attention graph-convolution graph-embedding graph-neural-networks graphsage machine-learning network-embedding neural-network node-classification node2vec pytorch pytorch-geometric sgcn signed-network transformer

Last synced: 01 Aug 2024

https://github.com/benedekrozemberczki/GAM

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

attention deep-reinforcement-learning deepwalk gcn graph-attention graph-classification graph-convolution graph2vec graphsage machine-learning neural-networks node2vec pytorch reinforcement-agent reinforcement-learning sklearn structural-attention transfer-learning

Last synced: 31 Jul 2024

https://github.com/benedekrozemberczki/GEMSEC

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

clustering community-detection deepwalk deezer embedding facebook gemsec gensim graph-embedding implicit-factorization m-nmf machine-learning matrix-factorization network-embedding neural-network node2vec semisupervised-learning tensorflow unsupervised-learning word2vec

Last synced: 31 Jul 2024

https://github.com/benedekrozemberczki/shapley

The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).

classifier deep-learning ensemble ensemble-learning explainable-ai explainable-ml game-theory game-theory-toolbox machine-learning owen random-forest random-forest-classifier shapley shapley-value voting-classifier voting-game weighted-voting-games

Last synced: 31 Jul 2024

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: 01 Aug 2024

https://github.com/benedekrozemberczki/SEAL-CI

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

active-learning active-learning-module deep-learning deep-learning-algorithms deepwalk gcn gnn graph-classification graph-convolution graph-convolutional-networks graph-embedding graph-neural-network graph-neural-networks graph-representation-learning machine-learning-algorithms network-embedding node-classification node2vec pytorch tensorflow

Last synced: 31 Jul 2024

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: 31 Jul 2024

https://github.com/benedekrozemberczki/GraphWaveMachine

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

diffusion embedding factorization graph-embedding graph-wavelet graphwave heat-kernel kdd laplacian machine-learning node2vec refex rolx spectral struc2vec structural-embedding structural-role unsupervised-learning wavelet word2vec

Last synced: 02 Aug 2024

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: 01 Aug 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: 01 Aug 2024

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: 02 Aug 2024

https://github.com/benedekrozemberczki/M-NMF

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

clustering come community-detection deep-learning deepwalk factorization implicit-factorization laplacian m-nmf machine-learning matrix-factorization mnmf neural-network nmf node2vec representation-learning semisupervised-learning struc2vec tensorflow unsupervised-learning

Last synced: 31 Jul 2024

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: 01 Aug 2024

https://github.com/benedekrozemberczki/BANE

A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).

bane deepwalk diff2vec dimensionality-reduction embedding factorization fscnmf gemsec graph graph2vec icdm lane line musae node node2vec svd tadw tridnr word2vec

Last synced: 01 Aug 2024

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: 01 Aug 2024

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: 01 Aug 2024

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: 04 Aug 2024

https://github.com/benedekrozemberczki/spatiotemporal_datasets

Spatiotemporal datasets collected for network science, deep learning and general machine learning research.

analytics benchmark data-science dataset deep-learning deepwalk epidemiology gcn gnn machine-learning node2vec pytorch pytorch-geometric spatial-analysis spatial-data spatial-data-analysis time-series time-series-analysis vector-autoregression

Last synced: 02 Aug 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: 01 Aug 2024

https://github.com/benedekrozemberczki/FSCNMF

An implementation of "Fusing Structure and Content via Non-negative Matrix Factorization for Embedding Information Networks".

analytics artifical-intelligence data-mining data-science deepwalk embedding factorization-machine fscnmf graph-embedding graph2vec information-network machine-learning network-embedding nmf node-embedding node2vec pca regularization word2vec word2vec-model

Last synced: 01 Aug 2024

https://github.com/benedekrozemberczki/NestedSubtreeHash

A distributed implementation of "Nested Subtree Hash Kernels for Large-Scale Graph Classification Over Streams" (ICDM 2012).

data-mining data-science deepwalk distributed-machine-learning feature-extraction gensim graph-classification graph-kernel graph-mining hashing large-scale-learning machine-learning multi-scale node2vec representation-learning streaming-data streaming-processing word2vec

Last synced: 31 Jul 2024