graph2vec · GitHub Topics

benedekrozemberczki / awesome-graph-classification

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

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

Python 4.79 k

2 年前

benedekrozemberczki / karateclub

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

community-detection graph-clustering deepwalk networkx louvain network-science 机器学习 unsupervised-learning gcn node2vec graph2vec supervised-learning scikit-learn graph-embedding network-embedding node-embedding

Python 2.23 k

1 年前

benedekrozemberczki / graph2vec

#计算机科学#A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).

graph2vec subgraph2vec graph-wavelet graph-embedding node-embedding deepwalk word2vec node2vec struc2vec weisfeiler-lehman Kernel matrix-factorization 机器学习 unsupervised-learning transformer

Python 925

3 年前

benedekrozemberczki / ClusterGCN

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

gcn graph-convolution graph-neural-networks graph-convolutional-networks deepwalk node2vec PyTorch graphsage graph2vec community-detection clustering graph-clustering 神经网络深度学习 louvain

Python 799

3 年前

benedekrozemberczki / datasets

#计算机科学#A repository of pretty cool datasets that I collected for network science and machine learning research.

network-science network-analysis 数据科学机器学习 gcn graph-embedding network-embedding community-detection graph-convolution node-embedding graph-neural-network gnn dimensionality-reduction deepwalk node2vec graph2vec benchmark dataset

634

1 年前

benedekrozemberczki / GAM

#计算机科学#A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).

graph-convolution gcn attention structural-attention deepwalk node2vec graph2vec graphsage 机器学习 transfer-learning reinforcement-learning deep-reinforcement-learning neural-networks PyTorch scikit-learn

Python 273

3 年前

Messi-Q / GraphDeeSmartContract

Smart contract vulnerability detection using graph neural network (DR-GCN).

graph-neural-network gcn vulnerability-detection smart-contract graph2vec

Python 150

2 年前

benedekrozemberczki / EdMot

#计算机科学#An implementation of "EdMot: An Edge Enhancement Approach for Motif-aware Community Detection" (KDD 2019)

louvain community-detection graph-clustering networkx deepwalk graph2vec 深度学习 motif igraph node2vec graph-embedding network-embedding gcn gnn

Python 133

3 年前

benedekrozemberczki / BANE

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

deepwalk node2vec graph embedding word2vec line lane factorization svd Node.js dimensionality-reduction graph2vec

Python 87

2 年前

benedekrozemberczki / GraRep

#计算机科学#A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).

deepwalk node2vec graph-embedding node-embedding network-embedding embedding gensim svd word2vec graph2vec 深度学习 matrix-factorization nmf

Python 65

3 年前

benedekrozemberczki / PDN

#计算机科学#The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)

gcn gnn deepwalk graph2vec PyTorch graph-neural-network 深度学习 pathfinder message-passing cheminformatics network-science 数据科学 transformer bert gpt-3

Python 58

2 年前

benedekrozemberczki / FEATHER

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

node-embedding graph-embedding network-embedding 深度学习机器学习 data-mining networkx graph-convolution graph2vec deepwalk node2vec 深度神经网络神经网络 graph Tensorflow PyTorch representation-learning

Python 51

2 年前

benedekrozemberczki / FSCNMF

#计算机科学#An implementation of "Fusing Structure and Content via Non-negative Matrix Factorization for Embedding Information Networks".

deepwalk node2vec nmf 机器学习 data-mining pca word2vec analytics regularization network-embedding node-embedding graph-embedding embedding artifical-intelligence graph2vec 数据科学

Python 20

3 年前

eren-ck / MultiscaleSnapshots

Visual Analysis of Temporal Summaries in Dynamic Graphs (IEEE TVCG)

visual-analysis visual-analytics graph2vec graph-embedding network-embedding networkx graph-drawing

JavaScript 15

3 年前

rodrigo-arenas / Graph-Embeddings

#计算机科学#Graph and Nodes embeddings for downstream tasks

深度学习 embeddings graph-algorithms graph-neural-networks graph2vec 机器学习 neural-networks node2vec networkx

Python 5

3 年前

OlegDurandin / dtree2vec

#自然语言处理#This project contain implementation the system, proposed in the "Adapting the Graph2Vec Approach to Dependency Trees for NLP Tasks" (O. Durandin, A. Malafeev), and presented in the AIST-2019 Conferenc...

自然语言处理 syntax-tree embeddings graph2vec

HTML 3

5 年前