학과소개

교수소개
 학과소개 교수소개
이름 이영훈
전공 데이터마이닝,사용자경험(UX) 디자인
 
TEL 02-970-6467
연구실 다산관 209호
 
교수소개 돌아가기

학력

◾ 2019 서울대학교 산업공학과 (데이터마이닝) 박사
◾ 2009 서울대학교 산업공학과 (지능형시스템) 석사
◾ 2007 서울대학교 산업공학과 학사

주요 경력

◾ LG전자 UX연구소/선행디자인연구소 선임연구원
◾ 현대자동차 빅데이터실 책임연구원

연구 분야

◾ Data driven UX design
◾ User segmentation
◾ Sequence data analysis
◾ Text mining

담당 교과목

◾ 학부: 프로그래밍언어(ITM전공), UX디자인(산업정보시스템전공), 물류관리론(산업정보시스템전공)
◾ 대학원: 비정형데이터분석 (데이터사이언스), 데이터처리언어 (데이터사이언스)

주요논문 및 저서

◾ Lee, Y. Park, J & Cho, S. (2021). Extraction and prioritization of product attributes using an explainable neural network. Pattern Analysis and Applications, 1-10. (SCIE)
◾ Lee, Y. & Cho, S. (2020). Design of semantic-based colorization of graphical user interface through conditional generative adversarial nets. International Journal of Human–Computer Interaction, 36(8), 699-708. (SSCI)
◾ Lee, Y. & Cho, S. (2020). Abnormal Usage Sequence Detection for Identification of User Needs via Recurrent Neural Network Semantic Variational Autoencoder. International Journal of Human–Computer Interaction, 36(7), 631-640. (SSCI)
◾ Lee, Y., Cho, S., & Choi, J. (2020). Determining user needs through abnormality detection and heterogeneous embedding of usage sequence. Electronic Commerce Research, 1-17. (SSCI)
◾ Lee, Y., Cho, S., & Choi, J. (2019). App usage prediction for dual display device via two-phase sequence modeling. Pervasive and Mobile Computing, 58, 101025 (SCIE)
◾ Lee, Y., Cho, S., & Choi, J. (2019). Smartphone help contents re-organization considering user specification via conditional GAN. International Journal of Human-Computer Studies, 129, 108-115. (SCI)
◾ Lee, Y., Song, S., Cho, S., & Choi, J. (2019). Document representation based on probabilistic word clustering in customer-voice classification. Pattern Analysis and Applications, 22(1), 221-232. (SCIE)
◾ Lee, Y., Chung, M., Cho, S., & Choi, J. (2019). Extraction of Product Evaluation Factors with a Convolutional Neural Network and Transfer Learning. Neural Processing Letters, 50(1), 149-164. (SCIE)
◾ Lee, Y., Im, J., Cho, S., & Choi, J. (2018). Applying convolution filter to matrix of word-clustering based document representation. Neurocomputing, 315, 210-220. (SCIE)
◾ Lee, Y., Cho, S., & Choi, J. (2018). De-noising documents with a novelty detection method utilizing class vectors. Intelligent Data Analysis, 22(4), 717-733. (SCIE)
◾ Lee, Y., Park, I., Cho, S., & Choi, J. (2018). Smartphone user segmentation based on app usage sequence with neural networks. Telematics and Informatics, 35(2), 329-339. (SSCI)

저널 논문

◾ Abnormal Usage Sequence Detection for Identification of User Needs via Recurrent Neural Network Semantic Variational Autoencoder, International Journal of Human–Computer Interaction, vol.36 No.7 pp.631~640, 2020이영훈
◾ Design of Semantic-Based Colorization of Graphical User Interface Through Conditional Generative Adversarial Nets, INTERNATIONAL JOURNAL OF HUMAN–COMPUTER INTERACTION, vol.36 No.8 pp.699~708, 2020이영훈
◾ Smartphone help contents re-organization considering user specification via conditional GAN, INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, vol.129 pp.108~115, 2019이영훈
◾ Extraction of Product Evaluation Factors with a Convolutional Neural Network and Transfer Learning, NEURAL PROCESSING LETTERS, vol.50 No.1 pp.149~164, 2019이영훈
◾ App usage prediction for dual display device via two-phase sequence modeling. Pervasive and Mobile Computing, Pervasive and Mobile Computing, vol.58, 2019이영훈
◾ Document representation based on probabilistic word clustering in customer-voice classification, PATTERN ANALYSIS AND APPLICATIONS, vol.22 No.1 pp.221~232, 2019이영훈
◾ Applying convolution filter to matrix of word-clustering based document representation, NEUROCOMPUTING, vol.315 No.13 pp.210~220, 2018이영훈
◾ De-noising documents with a novelty detection method utilizing class vectors, INTELLIGENT DATA ANALYSIS, vol.22 No.4 pp.717~733, 2018이영훈
◾ Smartphone user segmentation based on app usage sequence with neural networks, TELEMATICS AND INFORMATICS, vol.35 No.2 pp.329~339, 2018이영훈

특허

◾ Home screen 및 application 사용에 있어 상호 간의 seamless한 전환, (2018), US
◾ 세기에 따른 knockON, (2018), US
◾ Knock on을 통한 사진 Noti 전송, (2016), US
◾ 가변 Navigation bar 및 launcher key 연계, (2017), US
◾ KnockON (double tap)을 활용한 직관적인 UX 제공, (2017), US
◾ Contextual를 고려한 knockON, (2017), US
◾ 횟수에 따른 Knock on 기능 및 Gesture결합 톡톡, (2017), US
◾ Double tap을 활용한 Screen Off 방법, (2016), US

◾ Long press & drag를 통한 intuitive style change, (2017), 한국
◾ 9축센서를 활용한 Gesture UI, (2017), 한국
◾ People based Integrated Messsage Box, (2016), 한국
◾ 영역 Drag를 이용한 다중 통화 처리 방법, (2016), 한국
◾ 손목 회전을 이용한 space 입력, (2016), 한국

연구프로젝트

◾ 치과 영상데이터를 기반으로 한 치아식별 및 임플란트 삽입가이드 인공지능설계를 통한 기업 지원, 한국산업기술시험원, 2019.12.~2020.03.이영훈

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