SEOUL NATIONAL UNIVERSITY
검색창 닫기
0822M10 / Dr. 이수민 / A Tutorial on First Order Distributed Optimization Methods
  • Writer김송이
  • Date2016-10-20 11:27:18
  • Pageview1697

A Tutorial on First Order Distributed Optimization Methods

이수민 (Post doctoral Fellow, Georgia Instituete of Technology)

Aug. 22 (Mon) 10:00 / Building 133 Room 316-1

Abstract

Due to the advent of internet, smart devices, and communication means like social networking sites, the amount of data produced by mankind is growing rapidly every year. Though all this information produced can be extremely useful and meaningful when processed, current technology is not mature enough to efficiently and intelligently analyze the generated data. This in turn leads to growing interests in distributed data processing techniques. In this talk, I will present two distributed optimization algorithms which can efficiently process the data on decentralized network systems and cluster of computers operated by Hadoop and Spark. Applications of the algorithms on decentralized estimation in robot networks and health insurance claim denial prediction will be discussed as well.

Biography

Dr. Soomin Lee is a research faculty member in Industrial and Systems Engineering at Georgia Tech and a recipient of the NSF Fellowship Program for Enhancing Partnership with Industry. She received her Ph.D. in Electrical and Computer Engineering from the University of Illinois, Urbana-Champaign (2013). After the graduation, she worked as a postdoc associate in Duke Robotics Group. She also received two master's degrees from the Korea Advanced Institute of Science and Technology in Electrical Engineering, and from the University of Illinois at Urbana-Champaign in Computer Science. In 2009, she was an assistant research officer at the Advanced Digital Science Center (ADSC) in Singapore. Her research interests include theoretical optimization, control and optimization of various distributed engineering systems interconnected over complex networks, and large-scale machine learning for big data analytics in healthcare.

List

수정요청

현재 페이지에 대한 의견이나 수정요청을 관리자에게 보내실 수 있습니다.
아래의 빈 칸에 내용을 간단히 작성해주세요.

닫기