2021-summer-internship Kaist Summer Program Data Science and Artificial Intelligence Laboratory (DSAIL) Official Laboratory Homepage (Website) Introduction to the laboratory (YouTube) What we are interested in (Research PDF) Tentative Schedule Basic recommender system and Graph Neural Network Year Paper Short 2009 Matrix Factorization Techniques for Recommender Systems Netflix 2008 Factorization Meets the Neighborhood: a Multifaceted Collaborative Filtering Model Netflix 2008 Probabilistic Matrix Factorization PMF 2008 Collaborative Filtering for Implicit Feedback Datasets OCCF 2012 BPR: Bayesian Personalized Ranking from Implicit Feedback BPR 2017 Collaborative Metric Learning CML 2017 Neural Collaborative Filtering NCF 2015 AutoRec: Autoencoders Meet Collaborative Filtering Autorec 2015 Collaborative Deep Learning for Recommender Systems CDL 2010 Factorization Machines FM 2016 Wide & Deep Learning for Recommender Systems WD 2008 SoRec: Social Recommendation Using Probabilistic Matrix Factorization SoRec 2011 Recommender Systems with Social Regularization SoReg 2016 Deep Neural Networks for YouTube Recommendations Youtube 2014 DeepWalk: Online Learning of Social Representations Deepwalk 2016 Node2vec : Scalable Feature Learning for Networks Node2Vec 2016 LINE : Large-scale Information Network Embedding LINE 2017 metapath2vec : Scalable Representation Learning for Heterogeneous Networks Metapath2Vec 2016 Semi-Supervised Classification with Graph Convolutional Networks GCN 2017 Graph Attention Network GAT 2018 Deep Graph Infomax DGI 2016 Variational Graph Auto-Encoders VGAE 2013 Auto-Encoding Variational Bayes VAE 2017 Inductive Representation Learning on Large Graphs GraphSAGE 2013 Translating Embeddings for Modeling Multi-relational Data TransE Participate to projects On-going projects 인공지능 기반 보험금 지급 예측 검색 시스템을 위한 지식그래프 구축 소재의 화학 구조로부터 물성 예측 상품분류체게 자동 구축 각 프로젝트당 2명 배정 (담당 대학원생과 함께 진행) Team Introduction (M.S. Student & Lab Interns) 인연준 Yeonjun Repository 김정훈 Junghoon Repository 주혜민 Hyemin Repository 정지형 Jihyung Repository 이한빛 Hanbit Repository 이재영 Jaeyeong Repository 김수진 Sujin Repository 김성원 Sungwon Repository 김효준 Hyojun Repository
