Me

David Seunghyun Yoon
Research Scientist

PhD Candidate
Dept. of Electrical & Computer Engineering
Seoul National Unviersity

mysmilesh@gmail.com
[CV] [Google Scholar] [GitHub] [LinkedIn]

I'm a Ph.D. candidate at Machine Intelligence Lab. at Seoul National University. I am advised by Prof. Kyomin Jung at Dept. of Electrical and Computer Engineering. Before coming to SNU, I was a senior software engineer at Samsung artificial intelligence (AI) research center.

My research interests are in the areas of machine learning and natural language processing (NLP). In particular, I am interested in the question-answering system and emotional dialogue model.

Keywords: NLP, Machine Learning, Artificial Intelligence

News

Feb. 2019 : One paper is accepted to IEEE ICASSP 2019. - Oral presentation

Dec. 2018 : One paper is accepted to IEEE BigComp 2019.

Nov. 2018 : One paper is accepted to AAAI 2019. - Oral presentation

Sep. 2018 : One paper is accepted to IEEE SLT 2018.

Aug. 2018 : One paper is accepted to EMNLP 2018 workshop on ALW2.

Aug. 2018 : I gave a talk at Naver, "QA-pair ranking algorithm and its applications"

Jul. 2018 : I gave a talk at Paper Day 2018, PyTorch KR

Jul. 2018 : I gave a talk at Fast campus, "Advancement of the Neural Dialogue Model"

Jun. 2018 : One paper is accepted to NAACL 2018.

Jan. 2018 : One paper is accepted to IEEE BigComp 2018.

Academic Activities

Teaching Assistant:
Programming Methodology, Seoul Nat’l Univ., Spring 2018
Lab. Sentiment Analysis, BigCamp (Big Data Academy), Big Data Institute, 2016-2018
Topics in Computer and VLSI (Machine Learning), Seoul Nat’l Univ., Fall 2015

Invited Talks:
QA-pair ranking algorithm and its applications, Naver, Aug. 2018
Advancement of the Neural Dialogue Model, Fast campus, Jul. 2018

Service:
Program Committee of NAACL 2019

Professional Experiences

Research Scientist Intern: Adobe Research (San Jose, CA), 2018

Visiting Researcher: Automation & Systems Research Institute, 2017

Senior Engineer: Samsung AI Research Center, 2006-2017

Representative of employees: Samsung, 2012-2014

Trainer of Global New Employee Course: Samsung, 2011

Publications

Speech Emotion Recognition Using Multi-Hop Attention Mechanism
(oral presentation)
S Yoon, S Byun, S Dey, K Jung
IEEE ICASSP 2019

Neural Networks for Compressing and Classifying Speaker-Independent Paralinguistic Signals
S Byun, S Yoon, K Jung
IEEE BigComp 2019

Detecting Incongruity Between News Headline and Body Text via a Deep Hierarchical Encoder
(oral presentation, accpetance rate: 16.2%) [paper] [code] [slide]
S Yoon, K Park, J Shin, H Lim, S Won, M Cha, K Jung
AAAI 2019

Multimodal Speech Emotion Recognition using Audio and Text [paper] [code] [poster]
S Yoon, S Byun, K Jung
IEEE SLT 2018

Comparative Studies of Detecting Abusive Language on Twitter [paper] [code]
Y Lee*, S Yoon*, K Jung
EMNLP 2018 (Workshop)

Learning to Rank Question-Answer Pairs using Hierarchical Recurrent Encoder with Latent Topic Clustering
(acceptance rate: 31%) [paper] [code] [poster] [video_kor]
S Yoon, J Shin, K Jung
NAACL HLT 2018

Contextual-CNN: A Novel Architecture Capturing Unified Meaning for Sentence Classification [paper]
J Shin, Y Kim, S Yoon, K Jung
IEEE BigComp 2018

Synonym Discovery with Etymology-based Word Embeddings [paper]
S Yoon, P Estrada, K Jung
IEEE SSCI 2017

Efficient Transfer Learning Schemes for Personalized Language Modeling using Recurrent Neural Network [paper]
S Yoon, H Yun, Y Kim, G Park, K Jung
AAAI 2017 (Workshop)

Automatic Question Answering System for Consumer Product [paper]
S Yoon, M Sundar, A Gupta, K Jung
IntelliSys 2016

Mining the Minds of Customers from Online Chat Logs
(accpetance rate: 21%) [paper]
K Park, J Kim, J Park, M Cha, J Nam, S Yoon, E Rhim
CIKM 2015

Domain Question Answering System
S Yoon, E Rhim, D Kim
KIISE Transactions on Computing Practices 2015

Media clips: Implementation of an intuitive media linker [paper]
S Yoon, K Lee, H Shin
IEEE BMSB 2011

* denotes equal contribution.

Patents

[ International Patents ]

[issued] Method of recommending application, mobile terminal using the method, and communication system using the method [link]
J Nam, M Lee, M Koo, S Yoon
US 9,247,376, Jan. 26, 2016

[issued] Method and apparatus for displaying photo on screen having any shape [link]
S Yoon, M Lee
US 9,049,383, Jun. 2, 2015

[issued] Method and apparatus for providing information and computer readable storage medium having a program recorded thereon for executing the method [link]
S Yoon, M Lee, M Koo, J Nam
US 8,958,824, Feb. 17, 2015

[issued] Method and apparatus for fast tracking position by using global positioning system [link]
S Yoon, S Kim
US 8,094,070, Jan. 10, 2012

Method and device for analyzing user's emotion
E Rhim, J Kim, J Nam, S Yoon, K Park, J Park, M Cha
PCT/KR1020160058782, May. 13, 2016

User terminal device, information providing system, and method for providing information [link]
Y Won, S Yoon, O Kwon, M Kim, H Oh, S Lee, S Cha
US 14/511,506, EP20140185800, Oct. 10, 2014

Terminal apparatus, server and method of controlling the same [link]
Y Kim, O Kwon, S Kim, H Oh, S Yoon, S Cha, J Lee
US 14/250,081, CN 201410085759, EP20140154718, Apr. 10, 2014

Apparatus and method for searching with consideration user's action [link]
S Yoon, M Lee, M Koo, J Nam
US 13/631,353, Sep. 28, 2012

Apparatus and method for clipping and sharing content at a portable terminal [link]
S Yoon, M Lee, M Koo, J Nam
US 13/629,394, CN 201280047213, EP20120837007, PCT/KR1020110097578, Sep. 27, 2012

Apparatus and method for correcting position information of portable terminal in multi-path zone [link]
S Yoon
US 13/604,528, Sep. 5, 2012

Method and apparatus for connecting devices [link]
K Kim, J Lee, W Park, H Shim, Y Park, M Lee, M Koo, S Yoon, J Nam
US 13/452,766, EP20120162473, PCT/KR1020110037351 , Apr. 20, 2012

Method and apparatus for crawling webpages [link]
S Yoon, S Maeng, J Huh, S Seo, J Kim, J Park
US 13/116,785, May. 26, 2011

[ Korean Patents ]

[issued] Method and apparatus for providing information, and computer readable storage medium
S Yoon, M Lee, M Koo, J Nam
KR 1017731670000, Aug. 24, 2017

[issued] Method for recommendation of application, mobile terminal thereof and communication system thereof
J Nam, M Lee, M Koo, S Yoon
KR 1017473030000, Jun. 8, 2017

[issued] Method and apparatus for fast positioning using global positioning system
S Yoon, S Kim
KR 1015649380000, Oct. 27, 2015

Artificial intelligence based dialog system and response control method thereof
K Jung, S Yoon, J Shin, H Kwak, S Byun
KR 1020170158345, Nov. 24, 2017

Method and apparatus for changing personal information
S Yoon, S Lee, O Kwon, M Kim, H Oh, Y Won, S Cha
KR 1020130122222, Oct. 14, 2013

Apparatus and method for collecting information of destination in portable terminal
S Yoon, J Nam, M Koo, M Lee
KR 1020130065793, Nov. 30, 2011

Apparatus and method for setting manner mode in portable terminal
J Nam, M Lee, M Koo, S Yoon
KR 1020110113927, Nov. 3, 2011