Eunjeong Koh

I am a Ph.D. Candidate at UC San Diego, working on machine learning, affective computing, and interactive multimedia system, advised by Prof. Shlomo Dubnov.
During my Ph.D., I have been very fortunate to intern at Smule (San Francisco CA), Gracenote (Emeryville CA), Qualcomm Technologies (San Diego CA), and Adobe Research (Seattle WA).

Before my Ph.D. study, I was a software engineer at Samsung Electronics, working on an automatic text reply system on Samsung smartwatch and question-answering system on Samsung smart TV, advised by Dr. Jihie Kim.
I got my master’s degree from Seoul National University, working on music information retrieval, advised by Prof. Kyogu Lee, and my bachelor’s degree from Ewha Womans University, working on Human-Computer Interaction research, advised by Prof. Yanghee Nam.

e k o @ u c s d dot e d u
[cv] [linkedin]

Education

  • Ph.D. Candidate Sep 2016 – Present
    Computer Music
    Music Department
    UC San Diego. CA (advisor: Shlomo Dubnov)
  • M.S. 2012 – 2014
    Digital Contents and Information Studies
    Graduate School of Convergence Science and Technology
    Seoul National University. South Korea (advisor: Kyogu Lee)
  • B.S. 2008 – 2012
    Computer Science and Engineering
    Ewha Womans University. South Korea

Employment

  • Creative Intelligence Lab Intern Jun - Sep 2020
    Adobe Research, Seattle, WA (mentor: Timothy Langlois)
  • Audio Research Intern Jun - Sep 2019
    Qualcomm Technologies, San Diego, CA (mentor: Yinyi Guo)
  • Audio Research Intern Jun - Sep 2018
    Gracenote, Emeryville, CA (mentor: Robert Coover)
  • Audio Engineering Intern Jun - Sep 2017
    Smule, San Francisco, CA (mentor: John Shimmin)

  • Research Assistant Sep 2016 - Present
    Center for Research in Entertainment & Learning (CREL)
    UC San Diego, CA (advisor: Shlomo Dubnov)
  • Software Engineer Mar 2014 - Jul 2015
    Software R&D Center
    Samsung Electronics, South Korea
  • Research Assistant Mar 2012 - Feb 2014
    Music & Audio Research Group (MARG)
    Seoul National University, South Korea (advisor: Kyogu Lee)
  • Intern Jan - Feb 2013
    Music Service Team
    Naver Corporation, South Korea
  • Intern Jun - Sep 2011
    Interactive VR/AR Media Lab
    Ewha Womans University (advisor: Yanghee Nam)

Publications

  • Comparison and Analysis of Deep Audio Embeddings for Music Emotion Recognition [paper]
    Eunjeong Koh & Shlomo Dubnov.
    AAAI 2021: AAAI Workshop on Affective Content Analysis 2021 (Best Paper Award).
  • Incremental Learning Algorithm for Sound Event Detection [paper]
    Eunjeong Koh Fatemeh Saki, Yinyi Guo, Cheng-Yu Hung, & Erik Visser.
    ICME 2020: IEEE International Conference on Multimedia & Expo
  • Open-set Evolving Acoustic Scene Classification System [paper]
    Fatemeh Saki, Yinyi Guo, Cheng-Yu Hung, Laehoon Kim, Manyu Deshpande, Sunkuk Moon, Eunjeong Koh & Erik Visser.
    DCASE 2019: Detection and Classification of Acoustic Scenes and Events.
  • Mugeetion: Musical Interface Using Facial Gesture and Emotion [paper]
    Eunjeong Koh & Shahrokh Yadegari.
    ICMC 2018: International Computer Music Conference.
  • Rethinking Recurrent Latent Variable Model for Music Composition [paper]
    Eunjeong Koh, Shlomo Dubnov & Dustin Wright.
    IEEE MMSP 2018: International Workshop on Multimedia Signal Processing.
  • The Role of Musical Structure in Shaping Listener's Preference [paper]
    Eunjeong Koh & Min-ju Kim.
    SMPC 2017: Society for Music Perception and Cognition.
  • From Music to Programming: Designing Method for Introductory Programming Using Musical Metaphor and Auditory Feedback
    Eunjeong Ko.
    Master’s Thesis, Seoul National University, 2014.
  • Using Music Notation for Teaching Computer Programming [poster]
    Eunjeong Ko & Kyogu Lee.
    ICCE 2013: International Conference on Computers in Education.
  • 한글 터치스크린 키보드를 위한 보컬 포먼트 기반 청각 피드백 연구 [paper]
    박용기, 임성흠, 신종규, 허훈, 고은정 & 이교구.
    한국 HCI 학회 학술대회.

Patents

  • ANSWER MESSAGE RECOMMENDATION METHOD AND DEVICE THEREFOR, WO2017039355 PCT/KR2016/009796
  • Method and apparatus for recommending reply message, WO2016167481 A1 PCT/KR2016/002693

Scholarship

  • UC San Diego 7th Annual Interdisciplinary Research Awards [link]
    2019
    UC San Diego
  • Google Anita Borg Scholarship [link] [youtube]
    2013
    Google
  • Software Maestro Scholarship [link]
    2011
    Ministry of Knowledge Economy in Korea

Academic Activities

  • Teaching Assistant:
    UC San Diego
    Music 15: Interactive Music for Video Games and Other Media (Winter 2020)
    Music 5: Sound in Time (Winter 2019, Spring 2019, Fall 2019, Winter 2020)
    Music 7: Music, Media, and Technology (Fall 2019)
    Music 172: Computer Music II (Spring 2019)
    Music 206: Deep and Shallow (Generative artistic applications of machine learning) (Fall 2018)
  • Conference Reviewing:
    ICML 2020, ICASSP 2019, ICMC 2019

Art Exhibition & Concert

Over the past decade, I have done various media art exhibitions and concerts as a producer, sound designer, network audio engineer, and software developer. In my undergrad, I sang in the Ewha chorus.

Photo by Michael Dessen

Changing Tides II: A Telematic Translocational Concert
A collaboration production between Seoul Institute of the Arts, UC San Diego and CultureHub NY
February 13th, 2020
[link] [youtube] [video]

Photo by Michael Dessen

Telematics: San Diego, Seoul, NYC
Interconnections for Peace: A Telematic Concert
June 8th, 2018
[link]

Photo by Alex Matthews
© 2018 Regents of the University of California

Hearing Seascapes: IDEAS Performance Installations
by Eunjeong Koh & Lauren Jones
February 8, 2018
[link] [flickr] [youtube]

Photo by Taiyun Kim

HyperFish Augmented Reality Application Exhibition
Incheon International Digital Media Art Festival (INDAF) 2010
by Eunjeong Koh, Yanghee Nam & Taiyun Kim
September, 2010
[link]