교수소개

교수소개

교수소개
김종욱 사진
김종욱
  • 학위: 박사
  • 연구실 : (G관)제1공학관 (G504)
  • 연락처 : 02-781-7590
  • 세부전공 : Database, Data Privacy
이메일
학위
  • 박사, Arizona State Univ. Computer Science (세부전공 : 데이터베이스), 200912
  • 석사, 한국과학기술원 전산학과 (세부전공 : 데이터베이스시스템), 200208
  • 학사, 고려대학교 전산학과 (세부전공 : 전산학과), 200008
경력
  • 부교수, 상명대학교, (2019.09~ )
  • 조교수, 상명대학교, (2013.09~2019.08)
  • 소프트웨어 엔지니어, Teradata, (2010.09~2013.08)
  • 연구원, Technicolor, (2009.10~2010.08)
논문
  • Privacy-preserving generation and publication of synthetic trajectory microdata: A comprehensive survey, Journal of Network and Computer Applications, 202410
  • Long-Term Influenza Outbreak Forecast Using Time-Precedence Correlation of Web Data, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 202305
  • Survey of Landmark-based Indoor Positioning Technologies, INFORMATION FUSION, 202301
  • Effectively computing transition patterns with privacy-preserved trajectory datasets, PLOS ONE, 202212
  • Deep learning-based privacy-preserving framework for synthetic trajectory generation, JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 202210
  • A Multi-Headed Transformer Approach for Predicting the Patient's Clinical Time-Series Variables From Charted Vital Signs, IEEE ACCESS, 202210
  • Deep similarity analysis and forecasting of actual outbreak of major infectious diseases using Internet-Sourced data, JOURNAL OF BIOMEDICAL INFORMATICS, 202209
  • Privacy-preserving mechanisms for location privacy in mobile crowdsensing: A survey, JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 202204
  • A Survey Of differential privacy-based techniques and their applicability to location-Based services, COMPUTERS SECURITY, 202112
  • Reliability check via weight similarity in privacy-preserving multi-party machine learning, INFORMATION SCIENCES, 202110
  • Successive Point-of-Interest Recommendation With Local Differential Privacy, IEEE ACCESS, 202109
  • A deep attention model to forecast the Length Of Stay and the in-hospital mortality right on admission from ICD codes and demographic data, JOURNAL OF BIOMEDICAL INFORMATICS, 202106
  • CESCR: CP-ABE for efficient and secure sharing of data in collaborative ehealth with revocation and no dummy attribute, PLOS ONE, 202105
  • Effective Training Data Extraction Method to Improve Influenza Outbreak Prediction from Online News Articles: Deep Learning Model Study, JMIR Medical Informatics, 202105
  • Collaborative Ehealth Privacy and Security: An Access Control With Attribute Revocation Based on OBDD Access Structure, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 202010
  • Efficient and Expressive Access Control with Revocation for Privacy of PHR based on OBDD Access Structure, IEEE ACCESS, 202001
  • Q-learning Algorithms: A Comprehensive Classification and Applications, IEEE ACCESS, 201909
  • Collecting Health Lifelog Data From Smartwatch Users in a Privacy-Preserving Manner, IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 201908
  • MPPDS: Multilevel Privacy-Preserving Data Sharing in a Collaborative eHealth System, IEEE ACCESS, 201908
  • Word2vec convolutional neural networks for classification of news articles and tweets, PLOS ONE, 201908
  • Workload-Aware Indoor Positioning Data Collection via Local Differential Privacy, IEEE COMMUNICATIONS LETTERS, 201908
  • Deep Learning for Electronic Health Records Analytics, IEEE ACCESS, 201907
  • PEACOCK: A Map-Based Multitype Infectious Disease Outbreak Information System, IEEE ACCESS, 201906
  • Privacy Provision in Collaborative eHealth with Attribute-Based Encryption: A Survey, Challenges and Future Directions, IEEE ACCESS, 201906
  • Differentially Private and Skew-Aware Spatial Decompositions for Mobile Crowdsensing, SENSORS, 201811
  • Health Big Data Analytics: A Technology Survey, IEEE ACCESS, 201811
  • Privacy-preserving aggregation of personal health data streams, PLOS ONE, 201811
  • Privacy-Preserving Top-k Route Computation in Indoor Environments, IEEE ACCESS, 201810
  • DiTeX: Disease-related topic extraction system through internet-based sources, PLOS ONE, 201808
  • DOVE: An Infectious Disease Outbreak Statistics Visualization System, IEEE ACCESS, 201808
  • Application of Local Differential Privacy to Collection of Indoor Positioning Data, IEEE ACCESS, 201802
  • CATS: cache-aware task scheduling for Hadoop-based systems, CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 201712
  • Utility-preserving anonymization for health data publishing, BMC MEDICAL INFORMATICS AND DECISION MAKING, 201707
  • Wikipedia-Based Semantic Interpreter Using Approximate Top-k Processing and Its Application, JOURNAL OF UNIVERSAL COMPUTER SCIENCE, 2012
  • RanKloud: Scalable Multimedia Data Processing in Server Clusters, IEEE MULTIMEDIA, 2011
  • Organization and Tagging of Blog and News Entries Based on Content Reuse, JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 201003
  • SEA: Segment-Enrich-Annotate Paradigm for Adapting Dialog-Based Content for Improved Accessibility, ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2009
  • Discovering mappings in hierarchical data from multiple sources using the inherent structure, KNOWLEDGE AND INFORMATION SYSTEMS, 200608
  • Efficient preprocessing of XML queries using structured signatures, INFORMATION PROCESSING LETTERS, 200309
학술발표
  • Infectious Disease Infection Index Information System, IEEE ICCE, 20190113
  • Privacy-Preserving Data Collection Scheme on Smartwatch Platform, IEEE ICCE , 20190111
  • Efficient Wikipedia-Based Semantic Interpreter by Exploiting Top-k Processing, ACM CIKM, 20101026
  • Skip-and-Prune: Cosine-based Top-K Query Processing for Efficient Context-Sensitive Document Retrieval, ACM SIGMOD, 20090629
  • PICC Counting: Who Needs Joins when you Can Propagate Efficiently, SIAM SDM, 20090430
  • Efficient Overlap and Content Reuse Detection in Blogs and Online News Articles, WWW, 20090420
  • CDIP: Collection-Driven, yet Individuality-Preserving, IEEE ICSC, 20070917
  • Concept Similarity Mining without Frequency Information from Domain Describing Taxonomies, ACM CIKM, 20061106
  • Topic Segmentation of Message Hierarchies for Indexing and Navigation Support, WWW, 20050510
수상
  • 우수논문상, 한국멀티미디어학회, 201705
  • 우수논문상, 한국멀티미디어학회, 201610
  • 우수논문상, 한국디지털콘텐츠학회, 201511
프로젝트
  • 인공지능 학습 데이터를 위한 프라이버시 보존 데이터 수집/생성 기법 개발, 한국연구재단 (중견연구), (2023.03~2026.02)
  • 지역 차분 프라이버시 기반 안전한 IoT 데이터 수집·공유 기술 개발: 건강 데이터 중심으로, 한국연구재단 (기본연구), (2020.06~2023.02)
  • 개인정보를 안전하고 편리하게 빅데이터 처리할 수 있는 방법, 정보통신기획평가원, (2018.04~2020.12)
  • 최적 데이터 분석을 지원하는 차분 프라이버시 기반 빅데이터 공유 플랫폼 개발, 한국연구재단 (기본연구), (2017.06~2020.05)
  • BEMS 빅데이터 분석을 통한 건물 에너지 사용패턴 이상 현상 감지 및 진단 기술 개발, 한국연구재단 (신진연구), (2015.11~2017.10)