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GitHub / benedekrozemberczki 59 repositories

Machine Learning Research Scientist at @isomorphiclabs | PhD from The University of Edinburgh.

Funding links: https://github.com/sponsors/benedekrozemberczki

benedekrozemberczki/awesome-community-detection

A curated list of community detection research papers with implementations.

Language: Python - Size: 2.21 MB - Last synced: 3 days ago - Pushed: 2 months ago - Stars: 2,276 - Forks: 361

benedekrozemberczki/awesome-graph-classification

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

Language: Python - Size: 1.79 MB - Last synced: 3 days ago - Pushed: about 1 year ago - Stars: 4,706 - Forks: 744

benedekrozemberczki/MUSAE

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

Language: Python - Size: 19.4 MB - Last synced: 5 days ago - Pushed: over 1 year ago - Stars: 149 - Forks: 24

benedekrozemberczki/awesome-monte-carlo-tree-search-papers

A curated list of Monte Carlo tree search papers with implementations.

Language: Python - Size: 238 KB - Last synced: 7 days ago - Pushed: 2 months ago - Stars: 603 - Forks: 70

benedekrozemberczki/awesome-fraud-detection-papers

A curated list of data mining papers about fraud detection.

Language: Python - Size: 490 KB - Last synced: 7 days ago - Pushed: 2 months ago - Stars: 1,557 - Forks: 296

benedekrozemberczki/karateclub

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

Language: Python - Size: 28 MB - Last synced: 6 days ago - Pushed: 3 months ago - Stars: 2,092 - Forks: 240

benedekrozemberczki/awesome-decision-tree-papers

A collection of research papers on decision, classification and regression trees with implementations.

Language: Python - Size: 870 KB - Last synced: 7 days ago - Pushed: 2 months ago - Stars: 2,339 - Forks: 339

benedekrozemberczki/role2vec

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

Language: Python - Size: 7.36 MB - Last synced: 5 days ago - Pushed: over 1 year ago - Stars: 164 - Forks: 38

benedekrozemberczki/awesome-gradient-boosting-papers

A curated list of gradient boosting research papers with implementations.

Language: Python - Size: 1.48 MB - Last synced: 8 days ago - Pushed: 2 months ago - Stars: 982 - Forks: 154

benedekrozemberczki/DANMF

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

Language: Python - Size: 2.31 MB - Last synced: 5 days ago - Pushed: about 1 year ago - Stars: 201 - Forks: 40

benedekrozemberczki/diff2vec

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

Language: Python - Size: 3.9 MB - Last synced: 5 days ago - Pushed: over 1 year ago - Stars: 120 - Forks: 20

benedekrozemberczki/graph2vec

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

Language: Python - Size: 217 KB - Last synced: 6 days ago - Pushed: over 1 year ago - Stars: 879 - Forks: 168

benedekrozemberczki/resolutions-2020

Size: 382 KB - Last synced: 25 days ago - Pushed: over 3 years ago - Stars: 4 - Forks: 0

benedekrozemberczki/GRAF

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

Language: Python - Size: 1.57 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 10 - Forks: 11

benedekrozemberczki/benedekrozemberczki

Size: 6.53 MB - Last synced: 25 days ago - Pushed: 6 months ago - Stars: 3 - Forks: 2

benedekrozemberczki/ClusterGCN

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

Language: Python - Size: 14.2 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 776 - Forks: 133

benedekrozemberczki/pytorch_geometric_temporal

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

Language: Python - Size: 13.2 MB - Last synced: 24 days ago - Pushed: about 1 month ago - Stars: 2,491 - Forks: 348

benedekrozemberczki/GraphWaveletNeuralNetwork

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

Language: Python - Size: 4.15 MB - Last synced: 25 days ago - Pushed: about 1 year ago - Stars: 559 - Forks: 114

benedekrozemberczki/datasets

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

Size: 91.4 MB - Last synced: 25 days ago - Pushed: 2 months ago - Stars: 586 - Forks: 87

benedekrozemberczki/SimGNN

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

Language: Python - Size: 2.44 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 708 - Forks: 146

benedekrozemberczki/CapsGNN

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

Language: Python - Size: 4.66 MB - Last synced: 25 days ago - Pushed: about 1 year ago - Stars: 1,229 - Forks: 197

benedekrozemberczki/littleballoffur

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

Language: Python - Size: 5.73 MB - Last synced: 25 days ago - Pushed: 4 months ago - Stars: 692 - Forks: 51

benedekrozemberczki/Splitter

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

Language: Python - Size: 11.4 MB - Last synced: 25 days ago - Pushed: 12 months ago - Stars: 207 - Forks: 44

benedekrozemberczki/shapley

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

Language: Python - Size: 826 KB - Last synced: 25 days ago - Pushed: 11 months ago - Stars: 210 - Forks: 34

benedekrozemberczki/EdMot

An implementation of "EdMot: An Edge Enhancement Approach for Motif-aware Community Detection" (KDD 2019)

Language: Python - Size: 1.14 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 131 - Forks: 19

benedekrozemberczki/APPNP

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

Language: Python - Size: 1.2 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 357 - Forks: 49

benedekrozemberczki/GEMSEC

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

Language: Python - Size: 10.4 MB - Last synced: 5 days ago - Pushed: over 1 year ago - Stars: 250 - Forks: 49

benedekrozemberczki/MixHop-and-N-GCN

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

Language: Python - Size: 5.06 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 397 - Forks: 62

benedekrozemberczki/BANE

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

Language: Python - Size: 797 KB - Last synced: 5 days ago - Pushed: about 1 year ago - Stars: 87 - Forks: 23

benedekrozemberczki/AttentionWalk

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

Language: Python - Size: 1.25 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 312 - Forks: 48

benedekrozemberczki/SEAL-CI

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

Language: Python - Size: 5.08 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 206 - Forks: 49

benedekrozemberczki/LabelPropagation

A NetworkX implementation of Label Propagation from a "Near Linear Time Algorithm to Detect Community Structures in Large-Scale Networks" (Physical Review E 2008).

Language: Python - Size: 388 KB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 114 - Forks: 37

benedekrozemberczki/RolX

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

Language: Python - Size: 5.06 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 61 - Forks: 21

benedekrozemberczki/M-NMF

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

Language: Python - Size: 569 KB - Last synced: 5 days ago - Pushed: over 1 year ago - Stars: 119 - Forks: 29

benedekrozemberczki/SINE

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

Language: Python - Size: 2.49 MB - Last synced: 4 days ago - Pushed: about 1 year ago - Stars: 71 - Forks: 18

benedekrozemberczki/GraphWaveMachine

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

Language: Python - Size: 831 KB - Last synced: 25 days ago - Pushed: about 1 year ago - Stars: 182 - Forks: 35

benedekrozemberczki/PDN

The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)

Language: Python - Size: 4.8 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 57 - Forks: 11

benedekrozemberczki/SGCN

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

Language: Python - Size: 13 MB - Last synced: 25 days ago - Pushed: about 1 year ago - Stars: 267 - Forks: 59

benedekrozemberczki/TADW

An implementation of "Network Representation Learning with Rich Text Information" (IJCAI '15).

Language: Python - Size: 1.45 MB - Last synced: 5 days ago - Pushed: almost 2 years ago - Stars: 55 - Forks: 14

benedekrozemberczki/GraRep

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

Language: Python - Size: 6.88 MB - Last synced: 6 days ago - Pushed: over 1 year ago - Stars: 60 - Forks: 25

benedekrozemberczki/spatiotemporal_datasets

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

Size: 72.3 KB - Last synced: 25 days ago - Pushed: 2 months ago - Stars: 46 - Forks: 5

benedekrozemberczki/walklets

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

Language: Python - Size: 2.99 MB - Last synced: 5 days ago - Pushed: about 1 year ago - Stars: 101 - Forks: 22

benedekrozemberczki/ASNE

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

Language: Python - Size: 1.01 MB - Last synced: 5 days ago - Pushed: over 1 year ago - Stars: 79 - Forks: 27

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".

Language: Python - Size: 14.3 MB - Last synced: 5 days ago - Pushed: about 1 year ago - Stars: 43 - Forks: 11

benedekrozemberczki/NMFADMM

A sparsity aware implementation of "Alternating Direction Method of Multipliers for Non-Negative Matrix Factorization with the Beta-Divergence" (ICASSP 2014).

Language: Python - Size: 7.13 MB - Last synced: 25 days ago - Pushed: almost 2 years ago - Stars: 42 - Forks: 11

benedekrozemberczki/TENE

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

Language: Python - Size: 1.93 MB - Last synced: 5 days ago - Pushed: over 1 year ago - Stars: 71 - Forks: 17

benedekrozemberczki/GAM

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

Language: Python - Size: 2.9 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 264 - Forks: 57

benedekrozemberczki/tigerlily

TigerLily: Finding drug interactions in silico with the Graph.

Language: Jupyter Notebook - Size: 14.3 MB - Last synced: 17 days ago - Pushed: over 1 year ago - Stars: 97 - Forks: 9

benedekrozemberczki/awesome-network-embedding Fork of chihming/awesome-network-embedding

A curated list of network embedding techniques.

Size: 895 KB - Last synced: 25 days ago - Pushed: almost 4 years ago - Stars: 33 - Forks: 10

benedekrozemberczki/EgoSplitting

A NetworkX implementation of "Ego-splitting Framework: from Non-Overlapping to Overlapping Clusters" (KDD 2017).

Language: Python - Size: 1.58 MB - Last synced: 25 days ago - Pushed: about 1 year ago - Stars: 81 - Forks: 21

benedekrozemberczki/OrbitalFeatures

A sparsity aware implementation of "Biological Network Comparison Using Graphlet Degree Distribution" (Bioinformatics 2007)

Language: Python - Size: 771 KB - Last synced: 25 days ago - Pushed: almost 2 years ago - Stars: 20 - Forks: 11

benedekrozemberczki/resolutions-2019

A list of data mining and machine learning papers that I implemented in 2019.

Size: 33.2 KB - Last synced: 25 days ago - Pushed: over 4 years ago - Stars: 20 - Forks: 10

benedekrozemberczki/BoostedFactorization

An implementation of "Multi-Level Network Embedding with Boosted Low-Rank Matrix Approximation" (ASONAM 2019).

Language: Python - Size: 829 KB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 33 - Forks: 13

benedekrozemberczki/FSCNMF

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

Language: Python - Size: 851 KB - Last synced: 5 days ago - Pushed: almost 2 years ago - Stars: 18 - Forks: 9

benedekrozemberczki/AV_Ultimate_Student_Hunt

Solution for the Ultimate Student Hunt Challenge (1st place).

Language: R - Size: 43 KB - Last synced: 25 days ago - Pushed: about 2 years ago - Stars: 8 - Forks: 9

benedekrozemberczki/HullCoverConditionedUnitDiskGraph

A generator for unit disk graphs conditioned on concave hull cover.

Language: Python - Size: 13.8 MB - Last synced: 25 days ago - Pushed: almost 2 years ago - Stars: 8 - Forks: 7

benedekrozemberczki/NestedSubtreeHash

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

Language: Python - Size: 151 KB - Last synced: 25 days ago - Pushed: almost 2 years ago - Stars: 7 - Forks: 8

benedekrozemberczki/Societe-General

Solution for ENS - Societe Generale Challenge (1st place).

Language: R - Size: 10.7 KB - Last synced: 25 days ago - Pushed: over 2 years ago - Stars: 5 - Forks: 6

benedekrozemberczki/graphmining.ai

Benedek Rozemberczki Personal Webpage

Size: 0 Bytes - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 4 - Forks: 0