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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