network-science

There are 20 repositories under network-science topic.

briatte / awesome-network-analysis
A curated list of awesome network analysis resources.
awesome awesome-list complex-networks disease-networks graph-theory historical-networks list network-analysis network-science network-visualization political-networks semantic-networks sna social-network-analysis social-networks
Language:R 3884
pytorch_geometric_temporal
benedekrozemberczki / pytorch_geometric_temporal
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
pytorch graph-neural-networks temporal-networks temporal-graphs gcn graph-convolutional-networks deep-learning network-science temporal-data node-embedding network-embedding graph-embedding spatial-data spatial-analysis spatio-temporal-data spatio-temporal-analysis gnn graph-convolution spatiotemporal
Language:Python 2894
awesome-community-detection
benedekrozemberczki / awesome-community-detection
A curated list of community detection research papers with implementations.
graph-clustering network-clustering clustering dimensionality-reduction factorization embedding deep-learning matrix-factorization igraph networkx bigclam network-science social-network network-analysis node2vec deepwalk unsupervised-learning data-science machine-learning community-detection
Language:Python 2410
karateclub
benedekrozemberczki / karateclub
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 machine-learning unsupervised-learning gcn node2vec graph2vec supervised-learning sklearn networkx-graph scikit label-propagation graph-embedding network-embedding node-embedding 2vec
Language:Python 2255
scikit-mobility / scikit-mobility
scikit-mobility: mobility analysis in Python
data-science data-analysis human-mobility complex-systems network-science statistics scikit-mobility mobility-analysis risk-assessment mobility-flows synthetic-flows
Language:Python 777
netgraph
paulbrodersen / netgraph
Publication-quality network visualisations in python
network visualization network-analysis publication-quality-plots graph graph-tool igraph matplotlib network-science networkx python
Language:Python 734
littleballoffur
benedekrozemberczki / littleballoffur
Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)
graph graph-sampling network-sampling random-walk forest-fire node-embedding network-embedding minimum-spanning-tree graph-embedding sampling metropolis-hastings network-science network-analytics deep-learning machine-learning graph-sparsification graph-algorithms networkx community-structure
Language:Python 713
datasets
benedekrozemberczki / datasets
A repository of pretty cool datasets that I collected for network science and machine learning research.
network-science network-analysis data-science machine-learning gcn graph-embedding network-embedding community-detection link-prediction node-classification graph-convolution node-embedding graph-neural-network gnn dimensionality-reduction deepwalk node2vec graph2vec benchmark dataset
642
CambridgeUniversityPress / FirstCourseNetworkScience
Tutorials, datasets, and other material associated with textbook "A First Course in Network Science" by Menczer, Fortunato & Davis
social-network indiana-university network-science textbook datasets python networkx tutorials
Language:Jupyter Notebook 416
IBM / AMLSim
The AMLSim project is intended to provide a multi-agent based simulator that generates synthetic banking transaction data together with a set of known money laundering patterns - mainly for the purpose of testing machine learning models and graph algorithms. We welcome you to enhance this effort since the data set related to money laundering is critical to advance detection capabilities of money laundering activities.
finance finance-application fraud-detection graph network-science network-visualization
Language:Python 312
hypergraphx
HGX-Team / hypergraphx
HGX is a multi-purpose, open-source Python library for higher-order network analysis
graph-algorithms hypergraphs network-science
Language:Python 280
xgi-org / xgi
CompleX Group Interactions (XGI) is a Python package for higher-order networks.
hypergraphs higher-order-networks network-science higher-order graph-analysis simplicial-complexes
Language:Jupyter Notebook 225
varoudis / depthmapX
depthmapX is a multi-platform Spatial Network Analysis Software
spatial-analysis graph-analysis graph-algorithms architecture urban-design urban-planning design-tools network-analysis network-science agent-based-modeling agent-based-simulation visibility-analysis visibility-graph space-syntax spatial-statistics c-plus-plus qt windows macosx linux
Language:C++ 190
py3plex
SkBlaz / py3plex
Py3plex - A multilayer complex network visualization and analysis library in python3
biological-data-analysis complex-networks data-science graph-algorithms multilayer-networks multiplex-networks network-analysis network-science network-visualization visualization centrality-measures library network-mining bioinformatics command-line docker-compose heterogeneous-networks python3 social-sciences
Language:Python 173
role2vec
benedekrozemberczki / role2vec
A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
gensim struc2vec deepwalk node2vec network-embedding graph-embedding node-embedding pytorch tensorflow machine-learning research sklearn weisfeiler-lehman graph-neural-network deep-learning graph-wavelet network-science representation-learning word2vec implicit-factorization
Language:Python 167
Ashish7129 / Graph_Sampling
Graph Sampling is a python package containing various approaches which samples the original graph according to different sample sizes.
data-mining big-data big-data-analytics social-network-analysis sampling sample network-analysis network-science random-walk graphs python networkx subgraph induction network breadth-first-search
Language:Python 163
football-graphs
rodmoioliveira / football-graphs
Graphs and passing networks in football.
graphs football-data clojure clojurescript data-visualization data-analysis sports-analytics jgrapht networkx betweenness-centrality clustering-coefficient algebraic-connectivity eigenvector-centrality complex-networks flow-centrality soccer flow-betweenness network-science passmap passing-network
Language:HTML 130
MultilayerGraphs.jl
JuliaGraphs / MultilayerGraphs.jl
A Julia package for the creation, manipulation and analysis of the structure, dynamics and functions of multilayer graphs.
complex-networks complex-systems discrete-mathematics graph graph-algorithms graph-theory graph-theory-algorithms graph-theory-analysis graphs julia julia-language julia-package multilayer-graphs multilayer-network multilayer-networks multiplex-networks network network-analysis network-science networks
Language:Julia 126
jkbren / einet
Uncertainty and causal emergence in complex networks
causal-emergence network-science information-theory scale
Language:Jupyter Notebook 121
tigerlily
benedekrozemberczki / tigerlily
TigerLily: Finding drug interactions in silico with the Graph.
node embedding node-embedding graph-embedding ddi drug-drug-interaction gradient-boosting graph pharmaceuticals network-science biology heterogeneous-graph knowledge-graph deep-learning machine-learning unsupervised-learning tigergraph graph-database graph-machine-learning
Language:Jupyter Notebook 100
netspractice / network-science
Practical assignments for the network science course
graph-algorithms graph-neural-networks knowledge-graph network-science social-network
Language:Jupyter Notebook 97
FeiGSSS / Awesome-HigherOrderGraph
Collection of papers relating data-driven higher-order graph/networks researches.
network-science higher-order-graph graph-neural-networks graph simplex hypergraph network-embedding
73
mdeff / ntds_2019
Material for the EPFL master course "A Network Tour of Data Science", edition 2019.
network-science data-science graphs graph-neural-networks epfl education
Language:Jupyter Notebook 69
mdeff / ntds_2017
Material for the EPFL master course "A Network Tour of Data Science", edition 2017.
network-science data-science graphs epfl education
Language:Jupyter Notebook 65
Graph-COM / GraphMaker
[TMLR] GraphMaker: Can Diffusion Models Generate Large Attributed Graphs?
ddpm generative-model graph-generation graph-neural-networks network-science node-classification pytorch synthetic-data-generation social-network
Language:Python 64
GiulioRossetti / TILES
TILES: an algorithm for community discovery in dynamic social networks
network-science community-discovery community-detection-algorithm dynamic-networks
Language:Python 60
mdeff / ntds_2018
Material for the EPFL master course "A Network Tour of Data Science", edition 2018.
network-science data-science graphs epfl education
Language:Jupyter Notebook 59
PDN
benedekrozemberczki / PDN
The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)
gcn gnn deepwalk multiplex graph2vec pytorch graph-neural-network deep-learning pathfinder message-passing neural-message-passing cheminformatics molecules graph-classification node-classification network-science data-science transformer bert gpt-3
Language:Python 58
terence-lim / financial-data-science-notebooks
Practical financial data science examples applying statistics, time series analysis, graph analytics, backtesting, machine learning, natural language processing, neural networks and LLMs
data-science machine-learning text-mining network-science financial-data edgar tick-data taq quant-factors pytorch spacy sklearn pandas statsmodels fred-md fred-api llm neural-networks nlp
Language:Jupyter Notebook 50
terence-lim / financial-data-science
Support financial data science workflow, manage large structured and unstructured data sets, and apply financial econometrics and machine learning
financial-data tick-data quant-factors text-mining data-science machine-learning network-science taq pytorch spacy sklearn statsmodels fred-api mongodb neural-networks pandas redis sec-edgar sql
Language:Python 49
IngoScholtes / kdd2018-tutorial
Companion repository for the KDD'18 hands-on tutorial on Higher-Order Data Analytics for Temporal Network Data
data-science data-analytics graph-mining higher-order-models network-science
Language:HTML 46
ivanovitchm / datastructure
Repository for DCA0209, an undergraduate course about Data Structure and Algorithms
algorithms data-structure graphs network-science python
Language:Jupyter Notebook 40
KatolaZ / NetBunch
Software for complex network analysis -- see www.complex-networks.net
complex-networks complex-systems network-science graph-algorithms network-algorithms
Language:Makefile 38
ryanjgallagher / core_periphery_sbm
Bayesian network models for inferring core-periphery structure
network-science stochastic-block-model network-inference community-detection core-periphery
Language:Python 37
almeidasilvaf / syntenet
An R package to infer and analyze synteny networks from protein sequences
comparative-genomics evolutionary-genomics network-science phylogenomics rstats synteny synteny-network
Language:R 34
mims-harvard / crank
Prioritizing network communities
network-analysis network-science prioritization community-detection graph-clustering graph-algorithms
Language:C++ 31

network-science

briatte / awesome-network-analysis

benedekrozemberczki / pytorch_geometric_temporal

benedekrozemberczki / awesome-community-detection

benedekrozemberczki / karateclub

scikit-mobility / scikit-mobility

paulbrodersen / netgraph

benedekrozemberczki / littleballoffur

benedekrozemberczki / datasets

CambridgeUniversityPress / FirstCourseNetworkScience

IBM / AMLSim

HGX-Team / hypergraphx

xgi-org / xgi

varoudis / depthmapX

SkBlaz / py3plex

benedekrozemberczki / role2vec

Ashish7129 / Graph_Sampling

rodmoioliveira / football-graphs

JuliaGraphs / MultilayerGraphs.jl

jkbren / einet

benedekrozemberczki / tigerlily

netspractice / network-science

FeiGSSS / Awesome-HigherOrderGraph

mdeff / ntds_2019

mdeff / ntds_2017

Graph-COM / GraphMaker

GiulioRossetti / TILES

mdeff / ntds_2018

benedekrozemberczki / PDN

terence-lim / financial-data-science-notebooks

terence-lim / financial-data-science

IngoScholtes / kdd2018-tutorial

ivanovitchm / datastructure

KatolaZ / NetBunch

ryanjgallagher / core_periphery_sbm

almeidasilvaf / syntenet

mims-harvard / crank