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JEONG-YOON LEE, Ph.D

OBJECTIVE

  • To research and develop state-of-the-art machine learning algorithms
  • To understand fundamental mechanisms of human learning systems
  • To apply human+machine learning algorithms to solve real world problems

WORK EXPERIENCE

  • Conversion Logic, Santa Monica CA, USA
    • Chief Data Scientist (July 2014 - Present)
    • Research and development in machine learning and data mining.
  • Demand Media, Santa Monica CA, USA
    • Lead Applied Science Engineer (Mar. 2014 - July 2014)
    • Sr. Applied Science Engineer (Oct. 2012 - Feb. 2014)
    • Research and development in machine learning and data mining.
  • Opera Solutions, San Diego CA, USA
    • Staff Scientist (June 2011 - Oct. 2012)
    • Research and development in machine learning and data mining.
    • Developed predictive models in healthcare, social-network, and marketing.
  • Neofect (former Ulsan Robotics), Korea
    • Co-Founder, Software Engineer (May 2010 - May 2011)
    • Awarded KRW 140 million (~USD 130,000) R&D grant from Korean Government.
    • Designed and developed a location-based social-networking smartphone application, City-of-Oz.
  • Korea Telecom, Korea
    • Intern (June 2006 - July 2006)
    • Analyzed global IT trends and proposed R&D strategies
  • Accenture, Korea
    • Intern (Aug. 2004 - Sep. 2004)
    • Worked on a system integration project for MetLife Hong Kong
  • Samsung Electronics, Korea
    • Intern (May 2006), Co-Education Program (July 2004)
    • Designed W-CDMA/UTMS wireless communication systems
  • Oullim Information Technology, Inc., Korea
    • Software Engineer (Aug. 2001 - Dec. 2003)
    • Developed VPN devices based on IPsec/IKE and PKI systems
    • As part of alternative military service
  • Security Technologies, Inc., Korea
    • Software Engineer (Sep. 2000 - July 2001)
    • Developed VPN devices based on IPsec/IKE
    • As part of alternative military service

EDUCATION

  • Seoul National University, Korea
    • BS in Electrical Engineering (Mar. 1997- June 2000, Mar. 2004- Feb. 2005)
    • Advisor: Seongsoo Hong, PhD

RESEARCH EXPERIENCE

PUBLICATIONS

Journal Papers

Conference Papers

Conference Proceedings and Abstracts

  • Lee, J.-Y., Zhang, H. and Petrushin, V. (2012); Survival analysis for marketing, Learning Workshop, Snowbird, Utah, Abstract 113
  • Oh, Y., Barres, V., Lee, J.-Y. and Schweighofer, N. (2011); Design of individualized motor training schedules based on predictions of long-term retention, Society for Neuroscience, Washington, DC, Abstract 387.21
  • Lee, J.-Y., Kim, K. and Schweighofer, N. (2010); Optimal schedule for multi-task motor learning, Society for Neuroscience, San Diego, CA, Abstract 493.19
  • Lee, J.-Y. and Schweighofer, N. (2010); Simultaneous practices, rather than sequential practices, of multiple tasks facilitate long-term retention of motor memory in patients with stroke, Society for Neural Control of Movement, Naples, Florida, Abstract E.12
  • Kim, S., Lee, J.-Y. and Schweighofer, N. (2010); In search of the optimal schedule for multi-task motor adaptation, Society for Neural Control of Movement, Naples, Florida, Abstract E.15
  • Lee, J.-Y. and Schweighofer, N. (2009); Development of resistance to interference in dual adaptation: experimental evidence and computational insights, Society for Neural Control of Movement, Waikoloa, Hawaii, Abstract C.10
  • Schweighofer, N., Kim, D., Lee, J.-Y., and Choi, Y. (2008); Learning model-based adaptive task schedules enhance motor adaptation, Society for Neuroscience, Washington, DC, Abstract 854.15/EE28
  • Chen, S.-Y., Han, C.E., Parikh, N., Lee, J., Lee, J.-Y., Xu, E., Winstein, C.J., and Schweighofer, N. (2008); BART: a novel instrument to measure spontaneous arm use in patients after stroke, Society for Neuroscience, Washington, DC, Abstract i276.14/KK24
  • Lee, J.-Y., and Schweighofer, N. (2007); A parallel model of motor learning, Society for Neuroscience, San Diego California, Abstract 508.3

Patents

  • Magnaghi, A., Daw, J., and Lee, J.-Y. (pending); Systems and Methods for Predicting Revenue for Web-Based Content, United States Patent and Trademark Office, USA
  • Shi, L., Huang, C., Lee, J.-Y., Wang, W., Zhang, J. and Chen, Y. (pending); System and Method for Detecting Merchant Points of Compromise Using Network Analysis and Modeling, United States Patent and Trademark Office, USA
  • Choi, Y. G., Ban, H. Y., and Lee, J.-Y. (2014); "Finger Exercising Apparatus and Method for Assisting Exercise of Finger", 1013678010000, Korean Intellectual Property Office, Korea
  • Choi, Y. G., Ban, H. Y., and Lee, J.-Y. (2013); Apparatus and Method for Controlling Finger Exerciser, 1012394040000, Korean Intellectual Property Office, Korea
  • Kim, J., Lee, J.-Y., and Kim, Y. (2003); Device for Sending Data Using Multi-Tunneled VPN Gateway, 1004717900000, Korean Intellectual Property Office, Korea

Published Translations (English to Korean)

  • Shin, J., and Lee, J.-Y. of Boling, D. (2007); Programming Windows Embedded CE 6.0 Developer Reference, 4th Ed, Microsoft Press

TEACHING EXPERIENCE

  • Teaching Assistant at University of Southern California
    • BKN 569 - Fundamentals of Neuroscience
    • CSCI 571 - Web Technologies (Java, Java Script, Perl, XML, Ajax)
    • CSCI 561 - Foundation of Artificial Intelligence (Machine Learning, Knowledge Bases)
    • CSCI 545 - Robotics
    • CSCI 455 - Introduction to Programming Systems Design (C++)
    • CSCI 201 - Principles of Software Development (Java, Subversion)
    • CSCI 105 - Object Oriented Programming (Java)
    • CSCI 102 – Data Structure (C++, Unix, Ddd)
  • Guest Instructor at University of Southern California
    • BKN 618L - Modeling the Motor System

INVITED TALKS

  • Big Data Analytics and R in Seoul, Korea (Aug. 2012)
  • BME Department Seminar at Marquette University in Milwaukee, WI (Oct. 2010)

HONORS and AWARDS

  • American Express Risky Business Competition - 5th Place (June 2014)
  • Deloitte Churn Prediction Competition - 4th Place (Dec. 2013)
  • Heritage Health Prize - 5th Place (June 2013)
  • Demand Media Hackathon - Most Creative Idea Award (Feb. 2013)
  • KDD Cup Track2 - 2nd Prize (Aug. 2012)
  • Graduate Assistantship for Research and Teaching from USC (Sep. 2006 - May. 2011)
  • Scholarship for Overseas Study from Korean Government (Aug. 2005 – May. 2007)

EXTRACURRICULAR ACTIVITIES

  • USC Korean Graduate Student Association: Vice President (Apr. 2008 - May 2009)
  • USC LIGHT Ministry: Founding Member (May 2011 - Present)

SKILLS

  • Korean, R, Python, SQL, C/C++, MATLAB, Java, Linux, Git/Subversion(SVN)/CVS


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