Top 12 deepwalk open source projects

Implementation and experiments of graph embedding algorithms.

A curated list of community detection research papers with implementations.

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

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

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

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

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

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

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

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

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

🚶 Cython implementation of DeepWalk