FSCNMF

Matrix factorization tool

A software implementation of a matrix factorization technique to fuse graph structure and content into node embeddings.

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

GitHub

20 stars
3 watching
9 forks
Language: Python
last commit: about 4 years ago
Linked from 1 awesome list

analyticsartifical-intelligencedata-miningdata-sciencedeepwalkembeddingfactorization-machinefscnmfgraph-embeddinggraph2vecinformation-networkmachine-learningnetwork-embeddingnmfnode-embeddingnode2vecpcaregularizationword2vecword2vec-model

Backlinks from these awesome lists:

Related projects:

RepositoryDescriptionStars
benedekrozemberczki/m-nmfAn implementation of Community Preserving Network Embedding using deep learning and matrix factorization techniques121
benedekrozemberczki/boostedfactorizationAn implementation of multi-level network embedding with boosted low-rank matrix approximation36
yangzi4/inmfA software framework for nonnegative matrix factorization and its application to multi-modal omics data analysis17
juliastats/nmf.jlProvides tools for factorizing non-negative matrices into lower rank products90
benedekrozemberczki/danmfAn implementation of a deep learning-based method for community detection in networks203
lockef/bidifacA software package for factorizing and dimension reducing multidimensional data matrices3
benedekrozemberczki/gemsecA reference implementation of graph embedding with clustering using deep learning techniques253
kimjingu/nonnegfac-matlabProvides a collection of algorithms for nonnegative matrix and tensor factorizations.57
benedekrozemberczki/baneA software implementation of a graph embedding algorithm87
benedekrozemberczki/sineAn implementation of a scalable method for learning node representations in complex networks72
benedekrozemberczki/graph2vecThis implementation provides a parallel method for graph representations using distributed learning techniques.908
benedekrozemberczki/musaeImplementation of a method for generating node embeddings in graph data with attributed information160
sambaranban/fscnmfProvides code and data support for FSCNMF, a network representation technique.2
tempsdu/metamfThis repository provides an implementation of the Meta Matrix Factorization algorithm for federated rating predictions in distributed data settings.17
benedekrozemberczki/grarepAn implementation of a method for learning graph representations from global structural information in a network64