​JINYOUNG YEO (여진영) 

I am a Ph.D student in Data Intelligence (DI) Group, advised by Prof. Seung-won Hwang, and Geometric Algorithms (GA) Group, advised by Prof. Hee-Kap Ahn. My research interests are in data mining and data-driven intelligence, particularly the areas of bridging the gap between human and machine knowledge by knowledge harvesting, transfer, and generation. 

​I am currently seeking a full-time research position job! (CV) 

Email: jj.young.jj [at] gmail [dot] com

Education

  • Ph.D candidate in Computer Science and Engineering, POSTECH, Pohang, Korea
    (Mar 2012~ Present)
  • B.S. in Computer Science and Engineering, Kyungpook National University, Daegu, Korea
    ​(Mar 2005~ Feb 2012)

​Research Interest

  • Knowledge Base (KB) Construction and Harvesting 
  • Multimodal Social Network Analysis
  • Location-based Services
  • Transfer Learning/ Domain Adaptation
  • Conversion/Purchase Behavior Analysis for Retargeting
  • Deep Learning

Leading Worn-in-progress

  • Transfer Learning on Knowledge Base
  • GAN-based Oversampling
  • Entity-grounded Neural Network​
    ​

Submitted Paper

  • Explainable Instance Alignment: Distributed Representation using Dominance Relationship
    Jinyoung Yeo, Eric Wonhee Lee, Sanghoon Lee, Seung-won Hwang
    Under review: TKDE - IEEE Transactions on Knowledge and Data Engineering, 2018​​​
    ​​
  • Conversion Prediction and Predictability: Modeling General and Impulsive Purchase Patterns from Clickstream Data
    Jinyoung Yeo, Seung-won Hwang, Sungchul Kim, Eunyee Koh, Nedim Lipka
    Under review: TKDE - IEEE Transactions on Knowledge and Data Engineering, 2018​    ​ (to appear)

PuBLICations

  2018

  • <new> Adding Domain-free Contexts through Translations for Sentence Classification
    Reinald Kim Amplayo, Kyungjae Lee, Jinyoung Yeo, Seung-won Hwang
    IJCAI - International Joint Conference on Artificial Intelligence, Stockholm, Sweden, 2018 (to appear)

  • Visual Choice of Plausible Alternatives: An Evaluation of Image-based Commonsense Causal Reasoning
    Jinyoung Yeo, {Gyungbok Lee, Gengyu Wang}*, Seungtaek Choi, Hyunsouk Cho, Reinald Kim Amplayo, Seung-won Hwang
    ​(* authors in alphabetical order with equal contribution)
    LREC - Language Resources and Evaluation Conference, Miyazaki, Japan, 2018 (to appear)
    ​
  • Machine-translated Knowledge Transfer for Commonsense Causal Reasoning
    Jinyoung Yeo, Gengyu Wang, Hyunsouk Cho, Seungtaek Choi, Seung-won Hwang
    AAAI - AAAI Conference on Artificial Intelligence, New Orleans, USA, 2018

  2017

  • Efficient Keyword-aware Representative Travel Route Recommendation
    Yu-Ting Wen, Jinyoung Yeo, Wen-Chih Peng, Seung-won Hwang 
    TKDE - IEEE Transactions on Knowledge and Data Engineering, 2017​​
    ​
  • ​Multimodal KB Harvesting for Emerging Spatial Entities
    Jinyoung Yeo, Hyunsouk Cho, Jin-woo Park, Seung-won Hwang 
    TKDE - IEEE Transactions on Knowledge and Data Engineering, 2017

  • Predicting Online Purchase Conversion for Retargeting
    Jinyoung Yeo, Sungchul Kim, Eunyee Koh, Seung-won Hwang, Nedim Lipka
    WSDM - ACM International Conference on Web Search and Data Mining, Cambridge, UK, 2017

  2016

  • Event Grounding from Multimodal Social Network Fusion
    {Hyunsouk Cho, Jinyoung Yeo}*, Seung-won Hwang
    (* co-first authors with equal contribution)
    ICDM - IEEE International Conference on Data Mining, Barcelona, Spain, 2016

  • Browsing2purchase: Online Customer Model for Sales Forecasting in an E-Commerce Site
    Jinyoung Yeo, Sungchul Kim, Eunyee Koh, Seung-won Hwang, Nedim Lipka
    WWW - International World Wide Web Conference, Montréal, Canada, 2016

  • Purchase Influence Mining: Identifying Top-k Items Attracting Purchase of Target Item
    Sungchul Kim, Jinyoung Yeo, Eunyee Koh, Nedim Lipka
    WWW - International World Wide Web Conference, Montréal, Canada, 2016

  • Understanding Emerging Spatial Entities
    Jinyoung Yeo, Jin-woo Park, Seung-won Hwang 
    AAAI - AAAI Conference on Artificial Intelligence, Phoenix, USA, 2016

~2015

  • ​KSTR: Keyword-aware Skyline Travel Route Recommendation
    Yu-Ting Wen, Kae-Jer Cho, Wen-Chih Peng, Jinyoung Yeo, Seung-won Hwang
    ICDM - IEEE International Conference on Data Mining, Atlactic City, USA, 2015

  • Finding Influential Products on Social Domination Game
    Jinyoung Yeo, Jin-woo Park, Seung-won Hwang
    CIKM - ACM International Conference on Information and Knowledge Management, Maui, USA, 2012    ​
    ​

Patent

  • Sales Forecasting using Browsing Ratios and Browsing Durations​
    Jinyoung Yeo, Nedim Lipka, Eunyee Koh (Adobe Systems Inc.)
    US  Patent App., 2017
    ​

Work Experience

  • Research Intern, Adobe Research, San Jose, CA, USA, Summer 2016
  • Research Intern, Adobe Research, San Jose, CA, USA, Fall 2015

Honors & awards

  • AAAI Student Scholarship Award, 2018
  • Naver Ph.D Fellowship Award, 2017
  • Runner-up Prize, ICT Thesis & Invention Contest, IDIS-ETNEWS, 2016