Heterogeneous Information Network Embedding: Methods and Implements.

This repo is no longer active since 2020

Paper	Conference	Code
HAHE: Hierarchical Attentive Heterogeneous Information Network Embedding	Arxiv 2019	Pytorch
Heterogeneous Graph Attention Network	WWW 2019	Tensorflow
Adversarial Learning on Heterogeneous Information Networks	KDD 2019	TensorFlow
Easing Embedding Learning by Comprehensive Transcription of Heterogeneous Information Networks Yu	KDD 2018	Pytorch
Did You Enjoy the Ride: Understanding Passenger Experience via Heterogeneous Network Embedding	ICDE 2018	Pytorch
AMPE:Attention Based Meta Path Fusion for Heterogeneous Information Network Embedding	PRICAI 2018
HERec: Heterogeneous Information Network Embedding for Recommendation	TKDE 2018	python
metagraph2vec	PAKDD 2018	Java
BiNE: Bipartite Network Embedding	SIGIR 2018	python
HIN2Vec	CIKM 2017	python
ASPEM: Embedding Learning by Aspects in Heterogeneous Information Networks	SIAM 2018	C++
HEER:Heterogeneous Graph Embedding for Emerging Relation Detection from News	KDD 2018	PyTorch
SHINE: Signed Heterogeneous Information Network Embedding for Sentiment Link Prediction	WSDM 2018
DRL:Curriculum Learning for Heterogeneous Star Network Embedding via Deep Reinforcement Learning	WSDM 2018	Pytorch
D2AGE: Distance-aware DAG Embedding for Proximity Search on Heterogeneous Graphs	AAAI 2018	Theano
SPE: Subgraph-augmented Path Embedding for Semantic User Search on Heterogeneous Social Network	WWW 2018	Theano
IPE	KDD 2018
HINE: Heterogeneous Information Network Embedding for Meta Path based Proximity	Arxiv 2017
metapath2vec	KDD 2017	Tensorflow
ESim: Meta-Path Guided Embedding for Similarity Search in Large-Scale Heterogeneous Information Networks	Arxiv 2017	Ubuntu Tool
BL-MNE: Emerging Heterogeneous Social Network Embedding through Broad Learning with Aligned Autoencoder	ICDM 2017	Tensorflow
Task-Guided and Path-Augmented Heterogeneous Network Embedding for Author Identification	WSDM 2017	C++
ProxEmbed: Semantic Proximity Search on Heterogeneous Graph by Proximity Embedding	AAAI 2017	Theano
Heterogeneous Information Network Embedding for Meta Path based Proximity	Arxiv 2017
HeBe:Large-Scale Embedding Learning in Heterogeneous Event Data	ICDM 2016	C
HNE: Heterogeneous Network Embedding via Deep Architectures	KDD 2015
PTE: Predictive Text Embedding through Large-scale Heterogeneous Text Networks	KDD 2015	C++
Learning Latent Representations of Nodes for Classifying in Heterogeneous Social Networks	WSDM 2014

TIPS

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