구성원

이강윤

전화번호: 031-750-8902

직위(직급): 학과장

사무실: AI공학관 312호

교수소개

이강윤

직위(직급): 학과장

전화번호: 031-750-8902

사무실: AI공학관 312호

논문실적

2025 - Federated Learning Lifecycle Management for Distributed Medical Artificial Intelligence Applications: A Case Study on Post-Transcatheter Aortic Valve Replacement Complication Prediction Solution - [APPLIED SCIENCES-BASEL]

2024 - FedOps: A Platform of Federated Learning Operations With Heterogeneity Management - [IEEE ACCESS]

2024 - A text analytics approach for mining public discussions in online cancer forum: Analysis of multi-intent lung cancer treatment dataset - [INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS]

2024 - POST-TAVR ECG 기반의 PPI 예측 모델 연구 - [인터넷정보학회논문지]

2024 - Unpacking the dark side of positive online destination brand engagement: effects on stress, disengagement, and switching intention - [CURRENT ISSUES IN TOURISM]

2024 - Multicenter Analysis of Emergency Patient Severity through Local Model Evaluation Client Selection: Optimizing Client Selection Based on Local Model Evaluation - [Applied Sciences (Switzerland)]

2024 - A Platform of Federated Learning Management for Enhanced Mobile Collaboration - [ELECTRONICS]

2024 - 정신건강 증례지와 생체 신호를 결합한 LSTM 기반 멀티 모달 자타해 예측 모델 - [아시아태평양융합연구교류논문지]

2024 - Comprehensive Symptom Prediction in Inpatients With AcutePsychiatric Disorders Using Wearable-Based Deep LearningModels:Development and Validation Study - [JOURNAL OF MEDICAL INTERNET RESEARCH]

2024 - 환자의 합병증 예측을 위한 Post-TAVR디지털 트윈 추적 관리 플랫폼 설계 - [인터넷정보학회논문지]

2024 - 연합 학습 환경에서의 랜덤 포레스트 알고리즘 최적화 전략 연구 - [한국빅데이터학회 학회지]

2023 - Investigating the effect of service feedback and physician popularity on physician demand in the virtual healthcare environment - [INFORMATION TECHNOLOGY & PEOPLE]

2023 - 에너지 효율 증대를 위한 에너지 사용량 예측과 에너지 수요이전 모델 연구 - [인터넷정보학회논문지]

2023 - Customers' dining choice using meal ordering apps: insights from China and Indonesia - [ASIA PACIFIC JOURNAL OF MARKETING AND LOGISTICS]

2023 - A Review on Electronic Health Record Text-Mining for Biomedical Name Entity Recognition in Healthcare Domain - [HEALTHCARE]

2023 - FLScalize: Federated Learning Lifecycle Management Platform - [IEEE ACCESS]

2023 - Federated Learning for Clinical Event Classification Using Vital Signs Data - [MULTIMODAL TECHNOLOGIES AND INTERACTION]

2023 - 연합학습 개방형 플랫폼의 발전과 문제점에 대한 체계적 비교 분석 - [인터넷정보학회논문지]

2023 - Inclusive advertising featuring disability on instagram: Effect on consumer well-being, brand engagement, and purchase intention - [JOURNAL OF RETAILING AND CONSUMER SERVICES]

2023 - Web-based Non-contact Edge Computing Solution for Suspected COVID-19 Infection Classification Model - [JOURNAL OF WEB ENGINEERING]

2023 - Enhancing Privacy-Preserving Personal Identification Through Federated Learning With Multimodal Vital Signs Data - [IEEE ACCESS]

2023 - 프라이버시와 개인화를 위한 고품질 표준 데이터 기반 약물감시 시스템 연구 - [한국빅데이터학회 학회지]

2023 - Prediction Model of Post-TAVR Complication Using a Medical Twin Web Navigator - [JOURNAL OF WEB ENGINEERING]

2022 - The Role of Emotions Intensity in Helpfulness of Online Physician Reviews - [INTELLIGENT AUTOMATION AND SOFT COMPUTING]

2022 - Examining the Determinants of Patient Perception of Physician Review Helpfulness across Different Disease Severities: A Machine Learning Approach - [Computational Intelligence and Neuroscience]

2022 - Systolic blood pressure measurement algorithm with mmWave radar sensor - [KSII Transactions on Internet and Information Systems]

2022 - 연합학습시스템에서의 MLOps 구현 방안 연구 - [인터넷정보학회논문지]

2022 - 정신건강 위험 예측 및 관리를 위한 멘탈 헬스케어 디지털 트윈 기술 연구 - [한국빅데이터학회 학회지]

2021 - Effective Time, Frequency, and Sidelink Synchronization for Cellular Device-to-Device Communications - [IEEE SYSTEMS JOURNAL]

2021 - 가구당 기기별 에너지 사용량 예측을 위한 딥러닝 모델의 설계 및 구현 - [한국빅데이터학회 학회지]

2021 - Examining Different Factors in Web-Based Patients' Decision-Making Process: Systematic Review on Digital Platforms for Clinical Decision Support System - [International Journal of Environmental Research and Public Health]

2021 - Exploring Readiness for Birth Control in Improving Women Health Status: Factors Influencing the Adoption of Modern Contraceptives Methods for Family Planning Practices - [International Journal of Environmental Research and Public Health]

2020 - A data-driven approach to a chemotherapy recommendation model based on deep learning for patients with colorectal cancer in Korea - [BMC medical informatics and decision making]

2020 - 언택트 기술 환경에서의 지능형 헬스 어드바이저 모델 접근 방안 - [한국빅데이터학회 학회지]

2020 - Development of Machine Learning Model to Predict the 5-Year Risk of Starting Biologic Agents in Patients with Inflammatory Bowel Disease (IBD): K-CDM Network Study - [JOURNAL OF CLINICAL MEDICINE]

2020 - Arrhythmia detection from non-contact sensor heart rate data by data transfer - [BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY]

2020 - Untact Abnormal Heartbeat Wave Detection Using Non-Contact Sensor through Transfer Learning - [IEEE Access]

2019 - Reference Model and Architecture of Interactive Cognitive Health Advisor based on Evolutional Cyber-physical Systems - [KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS]

2019 - PPG와 ECG의 상관 관계에 기반한 심박 시계열 데이터 이상 상황 탐지 최적 모델 비교 연구 - [인터넷정보학회논문지]

학술활동

2020 - Evolution of Information Exchange Models on Open Dynamic Chatbot Marketplace - [The 12th International Conference on Internet (ICONI 2020)]

2020 - Implementation of interactive healthcare advisor model using chatbot and visualization - [The 11th International Conference on ICT Convergence]

특허실적

2024 - saferx(세이퍼엑스) - [가천대학교 산학협력단/이강윤]

2023 - 비접촉식 생체센서 기반의 행동 추천 시스템 및 그 방법(SYSTEM AND METHOD FOR RECOMMENDING ACTION BASED ON NON-CONTACT BIOSENSOR) - [가천대학교 산학협력단]

2023 - 사용자 맞춤형 인공지능 모델 관리 시스템 및 방법 - [가천대학교 산학협력단/이강윤]

2023 - 사용자 맞춤형 인공지능 모델 관리 시스템 및 방법 - [가천대학교 산학협력단]

2022 - 레이더 센서 기반 개인 인식 장치 및 방법(APPARATUS AND METHOD FOR RADAR SENSOR-BASED PERSONAL RECOGNITION) - [가천대학교 산학협력단]

2020 - 유니버셜-서브 봇 모델을 통한 챗봇 마켓플레이스 시스템(System for Chatbot Marketplace implementation with Universal-Serve bot model) - [가천대학교 산학협력단]

2020 - 비접촉식 생체센서 기반의 행동 추천 시스템 및 그 방법 - [가천대학교 산학협력단]

2019 - 융합 지능형 안전관리 시스템(INTEGRATED INTELLIGENT SAFETY MANAGEMENT SYSTEM) - [가천대학교 산학협력단]

수상실적

2021 - 공로상 - [인터넷정보학회]