Machine Learning/Deep Learning Research Lab.

주요 연구 분야 (Major research areas)

• Hyperparameter Optimization and Network Architecture Search
• Automated Machine Learning
• Adversarial Machine Learning
• Multi-Agent Reinforcement Learning
• Few Shot Learning / Model-Agnostic Meta-Learning
• Graph Convolutional Neural Network
• Deep Reinforcement Learning
• Generative Adversarial Network
• Accelerating Gradient Based Optimization
• Bankruptcy prediction models and financial ratio analysis
• Datamining based intrusion detection
• Opinion mining and sentiment analysis
• Ontology and taxonomy based machine learning
• Optimizing scheduling MapReduce framework integrated with Hadoop to support big data applications
• Stationary hand gesture based user authentication
• Keystroke dynamics based user authentication
• Usability evaluation - heuristic review, verbal protocol analysis, concurrent think aloud method, constructive interaction

박사 과정 학생 (Students in Ph.D. Program)

• Isack Thomas Nicholaus - expected graduation date: February 2024

석사 과정 학생 (Students in Master Program)

• Peter Beatus - expected graduation date: August 2022
• 신지용 - expected graduation date: February 2023
• Jeremy Winston - expected graduation date: August 2023

공동 연구자 (Research Collaborators)

• 다난제이 싱 교수, 한국외국어대학교 정교수 (Dhananjay Singh, Professor at Hankuk (Korea) University of Foreign Studies (HUFS))
• 강현준 연구원, City of Hope National Medical Center (HyunJun Kang, Research Fellow at City of Hope National Medical Center)
• 이영숙 교수 (Prof. YoungSook Lee) at University of Wisconsin - Madison
• 샹총량 교수, 산동공상학원 전임강사 (Zhong Liang Xiang, Lecturer at Shandong Technology and Business University)
• 아메드 압둘하킴 알-압시 교수, 경동대학교 학장 (부교수) (Ahmed Abdulhakim Al-Absi, International Dean Professor at Kyungdong University)
• 김명종 교수, 부산대학교 경영대학 교수
• Andreas M. Hinz 교수, 뮌헨대학교 (Ludwig-Maximilians-University Munchen)
• Vanessa Huiying Chen at Yale University (예일대학교) as a Data Analyst - 05/05/2020(MM/DD/YYYY) ~ 04/05/2021(MM/DD/YYYY)

졸업생 (Alumni)

• 리쿤: 2021년 8월 졸업 박사과정 졸업, 현재 산동성 웨이팡 과학기술대학교 강사
  • Li Kun (PhD, Graduation date: August 2021, Lecturer at Shandong Weifang University of Science and Technology) - Generative Adversarial Networks, Restart Learning Rate, Fast ADAM

• 왕쯔용: 2021년 8월 졸업 박사과정 졸업, 현재 산동성 웨이팡 과학기술대학교 강사
  • Wang Zhi Yong (PhD, Graduation date: August 2021, Lecturer at Shandong Weifang University of Science and Technology) - Domain Adaptation

• 위히앙쉬 틴드림 데 아리: 2021년 8월 졸업 박사과정 졸업
  • Widhianingsih Tintrim Dwi Ary (PhD, Graduation date: August 2021) - Domain Adaptation, Meta-Learning, Model Agnostic Machine Learning

• 호제창: 2015년 2월 석사과정 졸업, 2018년 8월 졸업 박사과정 졸업, 동서대학교 박사후연구원
  • Ho Jiacang (PhD, Graduation date: August 2018, Research Fellow at Dongseo University), (Master, Graduation date: December 2014, PhD Student at Dongseo Unversity) - Adversarial Machine Learning, Keystroke dynamics

• 아메드 압둘하킴 알-압시 : 2016년 8월 박사과정 졸업, 현재 경동대학교 학장 (부교수)
  • Ahmed Abdulhakim Al-Absi (PhD, Graduation date: August 2016, International Dean Professor at Kyungdong University) - Bioinformatics in MapReduce based Cloud Computing Framework

• 지쳉장 : 2015년 8월 박사과정 졸업, 현재 산동성 웨이팡 과학기술대학교 강사
  • Cheng Zhang Ji (Jim) (PhD, Graduation date: August 2015, Lecturer at Shandong Weifang University of Science and Technology) - Review spam detection

• 샹총량 : 2015년 8월 박사과정 졸업, 현재 산동공상학원 전임강사
  • Zhong Liang Xiang (PhD, Graduation date: August 2015, Lecturer at Shandong Technology and Business University) - Attribute weighting in Bayesian learning algorithms

• 체리 도미니 카리스: 2021년 8월 석사과정 졸업
  • Domini Cherry (Master, Graduation date: August 2021) - Fair Machine Learning, Explainability

• 이삭 토마스 니콜라우스: 2021년 2월 석사과정 졸업
  • Isack Thomas Nicholaus (Master, Graduation date: February 2021) - Experience Replay Buffer of Reinforcement Learning

• 아리프 라치만 수탄토: 2021년 2월 석사과정 졸업
  • Arief Rachman Sutanto (Master, Graduation date: February 2021) - Smooth L1 Loss Model

• 파비안 탄 - 2020년 8월 석사과정 졸업
  • Fabian Tan (Master, Graduation date: August 2020) - Few Shot Learning

• 살라후딘 무하마드 이크발 - 2020년 8월 석사과정 졸업, 현재 Zero One Group 연구원
  • Salahuddin Muhammad Iqbal (Master, Graduation date: August 2020, Research Engineer at Zero One Group) - Natural Language Generation

• 케빈 프라타마 - 2019년 2월 석사과정 졸업, 현재 메디컬아이피 엔지니어
  • Kevin Pratama (Master, Graduation date: February 2019, Engineer at MedicalIP, South Korea)- Activation Functions

• 아그라왈 가리마 - 2018년 8월 석사과정 졸업, XRVision Singapore, 현재 Vulcan-ai, Singapore 머신러닝 엔지니어
  • Garima Agrawal (Master, Graduation date: August 2018, XRVision (Singapore), Machine Learning Engineer at Vulcan-ai, Singapore) - Wine Quality Prediction

• 포어노모 앨빈 : 2017년 8월 석사과정 졸업, 현재 캐나다 Pique Analytics Data Analytics의 설립자이자 최고정보책임자이며 캐나다 뉴브런즈윅 대학교 Technology Management and Entrepreneurship 공학석사과정
  • Alvin Poernomo (Master, Graduation date: August 2017, Engineer at Pittasoft Co. Ltd, South Korea, Currently, Chief Information Officer and Co Founder of Pique Analytics Data Analytics and Master Stuent at University of New Brunswick School of Graduate Studies for the Master of Engineering - Technology Management and Entrepreneurship (ME.TME) program, Canada) - Convolutional Neural Network

• 산자야 프리마 : 2017년 8월 석사과정 졸업, 현재 헬싱키 대학교 박사과정
  • Prima Sanjaya (Master, Graduation date: August 2017, Research Scientist at Medical Imaging Science Lab, Seoul National University Hospital, and Research and Development Staff at MedicalIP, South Korea, PhD student of machine learning and computational biology at University of Helsinki, Finland)- Deep Belief Network

• 알렉스 옹 밍 후이 : 2016년 2월 석사과정 졸업, 현재 오사카대학교 박사과정
  • Alex Wong Ming Hui (Master, Graduation date: December 2015, PhD Student at Osaka University, Japan) - Stationary hand gesture based user authentication

• 아론 링 치 위: 2015 8월 석사과정 졸업, 현재 Cardzone Sdn Bhd 프로젝트 엔지니어
  • Aaron Ling Chi Yi (Master, Graduation date: August 2015, Project engineer at Cardzone Sdn Bhd, Malaysia) - Collaborative filtering

• 아메드 카릴 이브라힘 엘-코카: 2013년 8월 석사과정 졸업
  • Ahmed Khalil Ibrahim El-Koka (Master, Graduation date: August 2013) - Optimizing SVM parameters

• 간젠예: 2013년 8월 석사과정 졸업
  • Zhen Ye Gan (Master, Graduation date: August 2013) - Stagnation driven genetic algorithm

• 나지 새미 압둘자릴 압둘학: 2012년 8월 석사과정 졸업,현재 아프가니스탄 아메리칸 대학교 조교수
  • Naji Sami Abduljalil Abdulhak - Protocol analysis based usability evaluation (Master in August 2012, PhD at Universita degli Studi di Verona in April 2016, Research Scientist at VIB-UGent, Assistant Professor at American University of Afghanistan)

인턴 (Research Interns)

• Tan Wei Kee - March 2014 ~ June 2014
• Ngui Tang Zheng - March 2014 ~ June 2014
• Akilesh Radhakrishnan - September 2013 ~ December 2013
• Samar Khan - September 2013 ~ December 2013
• Jared Kow Jen Lun - March 2013 ~ June 2013
• Alex Wong Ming Hui - March 2013 ~ June 2013
• Tanmay Sinha - March 2013 ~ June 2013 (Masters in Computer Science from Carnegie Mellon University, USA in 2016, PhD Student in Learning Sciences, Institute of Learning Sciences and Higher Education, ETH Zurich, Switzerland)
• Ankit Banka - March 2013 ~ June 2013
• Aaron Ling Chi Yi - March 2012 ~ June 2012
• Cong Jie Ng (Graduate Student, Department of Electrical and Electronic Engineering, Yonsei University, Software Engineer at Mars Auto) - March 2011 ~ June 2011
• Shinto Johnny Tan (Tan Chin Tong) - March 2012 ~ June 2012

Last modified: 2020년 6월 25일