A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).

machine-learning deep-learning tensorflow word2vec sklearn torch pytorch deepwalk matrix-factorization attention nips node2vec graph-neural-networks graph-representation-learning structural-attention implicit-factorization walklet graph-attention neurips neurips-2018

• Updated Nov 6, 2022
• Python

The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).

machine-learning facebook neural-network clustering tensorflow word2vec community-detection deezer deepwalk matrix-factorization gensim unsupervised-learning embedding network-embedding node2vec graph-embedding gemsec implicit-factorization semisupervised-learning m-nmf

• Updated Nov 6, 2022
• Python

A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).

machine-learning deep-learning clustering word2vec community-detection pytorch deepwalk gensim factorization network-embedding node2vec graph-embedding overlapping-community-detection deep-neural-network graph-representation-learning node-embedding implicit-factorization graph-neural-network ego-splitting word-vector

• Updated Jun 6, 2023
• Python

The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)

deep-learning word2vec deepwalk gensim network-analysis embedding network-embedding node2vec graph-embedding node-embedding gemsec implicit-factorization asonam tadw attributed-embedding aane asne musae walklets graph-neural-network

• Updated Sep 19, 2022
• Python

A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).

machine-learning research deep-learning tensorflow word2vec sklearn network-science pytorch deepwalk gensim representation-learning network-embedding node2vec weisfeiler-lehman graph-embedding graph-wavelet node-embedding struc2vec implicit-factorization graph-neural-network

• Updated Nov 6, 2022
• Python

Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.

machine-learning deep-learning neural-network tensorflow embeddings deepwalk gensim complex-networks factorization unsupervised-learning embedding network-embedding diffusion node2vec graph-embedding node-embedding struc2vec diff2vec implicit-factorization semisupervised-learning

• Updated Nov 6, 2022
• Python

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

machine-learning deep-learning neural-network clustering tensorflow community-detection deepwalk matrix-factorization factorization representation-learning unsupervised-learning come nmf laplacian node2vec struc2vec implicit-factorization semisupervised-learning m-nmf mnmf

• Updated Nov 6, 2022
• Python

A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).

machine-learning deep-learning tensorflow pytorch deepwalk matrix-factorization feature-extraction pattern-recognition network-embedding node2vec graph-embedding node-classification node-embedding implicit-factorization tadw attributed-embedding asne graph-convolution graph-neural-network matrix-decomposition

• Updated Sep 19, 2022
• Python

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

machine-learning deep-learning tensorflow word2vec deepwalk matrix-factorization gensim factorization unsupervised-learning graph-mining embedding refex node2vec graph-embedding node-embedding struc2vec rolx implicit-factorization structural-embedding semisupervised-learning

• Updated Nov 6, 2022
• Python

Inner product natural graph factorization machine used in 'GEMSEC: Graph Embedding with Self Clustering' .

community machine-learning graph clustering tensorflow word2vec community-detection deepwalk matrix-factorization factorization unsupervised-learning embedding node2vec graph-embedding node-embedding struc2vec implicit-factorization structural-embedding semisupervised-learning

• Updated Sep 19, 2022
• Python

Collaborative and Content based Recommendation System ( POC with additional business logic )

similarity collaborative-filtering recommendation-system recommender-system cosine-similarity similarity-matrix scikitlearn-machine-learning content-based-recommendation implicit-factorization similarity-detection ts-ss

• Updated Dec 9, 2022
• Python

FastAPI microservice for the recommendation of musical tracks

requests s3-storage recommendation-system implicit-factorization fastapi als-model

• Updated Oct 12, 2024
• Jupyter Notebook