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​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. I'm particularly interested in the areas of 1) knowledge base harvesting and 2) user behavior analysis by any multimodal web data.
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Education

​Research Interest

  • Multimodal KB Harvesting
  • Location-based Service
  • Social Network Analysis
  • E-Commerce and Digital Marketing
  • ​Deep Learning
    ​

Ongoing research

I am looking for Yonsei undergraduate students to collaborate on below early ideas or something else.
If you want to participate in, send me an email.
  • Interestingness on the Web 
    Modeling and measuring interestingness of text mentions and images
    ​​
  • Retailer Sales Prediction and Forecasting
    Predicting future sales of stores by combining probabilistic models and neural-based models

  • Fine-Grained Semantic Conceptualization of FrameNet
    Linking web sentences to knowledge base concepts via neural embedding models

  • Visual Commonsense Causality Inference
    Harvesting web images to construct a new knowledge base for machine reasoning

  • Explainable Instance Alignment: Distributed Representation using Dominance Relationship
    Jinyoung Yeo, Erin Wonhee Lee, Sanghoon Lee, Seung-won Hwang
    Submitted soon: WWW - The Web Conference, 2018
    ​

Submitted Paper

  • 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)
    Under review: LREC - Language Resources and Evaluation Conference, Miyazaki, Japan, 2018
    (Collaborated with a undergraduate student)

  • Conversion Prediction and Predictability for Retargeting
    Jinyoung Yeo, Seung-won Hwang, Sungchul Kim, Eunyee Koh, Nedim Lipka
    Under review: TKDE - IEEE Transactions on Knowledge and Data Engineering, 2018​

  • Understanding Machine-Translated English for Multilingual Causal Reasoning
    Jinyoung Yeo, Gengyu Wang, Hyunsouk Cho, Seungtaek Choi, Seung-won Hwang
    AAAI - AAAI Conference on Artificial Intelligence, New Orleans, USA, 2018
    (    Collaborated with a undergraduate student)​
    ​

PuBLICations

  2018

           To appear

  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    ​
    ​

Work Experience

  • Data Scientist Intern, Adobe Research, San Jose, CA, USA, Summer 2016
    Mentor: Dr. Eunyee Koh
  • Data Scientist Intern, Adobe Research, San Jose, CA, USA, Fall 2015
    Mentor: Dr. Eunyee Koh
    ​

ConTACT

  • Yonsei University, Engineering building 4 Room 705, 50 Yonsei-ro, Sinchon-dong, Seodaemun-gu, Seoul, Korea 03722
  • jinye0[at]postech.ac.kr