127 citations · 512 across the 55 of their papers we have counts for
4 papers · 1 filter
BHIN2vec: Balancing the Type of Relation in Heterogeneous Information Network
Seonghyeon Lee, Chanyoung Park, Hwanjo Yu
The goal of network embedding is to transform nodes in a network to a low-dimensional embedding vectors. Recently, heterogeneous network has shown to be effective in representing d…
Unsupervised Attributed Multiplex Network Embedding
Chanyoung Park, Donghyun Kim, Jiawei Han +1
Nodes in a multiplex network are connected by multiple types of relations. However, most existing network embedding methods assume that only a single type of relation exists betwee…
Collaborative Translational Metric Learning
Chanyoung Park, Donghyun Kim, Xing Xie +1
Recently, matrix factorization-based recommendation methods have been criticized for the problem raised by the triangle inequality violation. Although several metric learning-based…
Task-Guided Pair Embedding in Heterogeneous Network
Chanyoung Park, Donghyun Kim, Qi Zhu +2
Many real-world tasks solved by heterogeneous network embedding methods can be cast as modeling the likelihood of pairwise relationship between two nodes. For example, the goal of…