| 2024 | A deep learning-based approach to a newsvendor problem considering uncertainty and time-varying costs | 민대기; 강윤철 | Article |
| 2021 | A learning-based approach for dynamic freight brokerages with transfer and territory-based assignment | 민대기; 강윤철 | Article |
| 2022 | A Learning-Based Optimal Charging Discharging Strategy for Electric Vehicles Under Vehicle-to-Grid Scheme | Maeng, JuLie | Master's Thesis |
| 2023 | A Study on BERT based medical Open Information Extraction and Relation Prediction | 우정연 | Master's Thesis |
| 2023 | An Automated Cryptocurrency Trading Approach Using Ensemble Deep Reinforcement Learning | Liu, Jing | Master's Thesis |
| 2024 | Automated cryptocurrency trading approach using ensemble deep reinforcement learning: Learn to understand candlesticks | 강윤철 | Article |
| 2022 | BERT를 이용한 학습용 판례 데이터셋 자동구축 및 판례 유사도 분석 | 조희진 | Master's Thesis |
| 2024 | Circular economy of food: A secondary supply chain model on food waste management incorporating IoT based technology | 강윤철 | Article |
| 2021 | Development of a Competency Assessment Model for Measurement of the Human Inspection Skill | 강윤철 | Article |
| 2023 | Diagnostic Classification Framework of Ambient Sensor Data for Aging in Place Smart Home Environments | 김지윤 | Master's Thesis |
| 2025 | Enhancing User Click Probability Prediction Using Auxiliary Ads | Angelica, Audrey | Master's Thesis |
| 2024 | Historical Data Embedding Using Hopfield Networks in Reinforcement Learning-Based Recommender Systems | 이도연 | Master's Thesis |
| 2023 | Intelligent charging and discharging of electric vehicles in a vehicle-to-grid system using a reinforcement learning-based approach | 민대기; 강윤철 | Article |
| 2026 | ISEPT | 김나영 | Master's Thesis |
| 2019 | Learning-based logistics planning and scheduling for crowdsourced parcel delivery | 강윤철 | Article |
| 2025 | Local Sparse PCA를 활용한 공간 패턴 발견에 관한 연구 | 박건희 | Master's Thesis |
| 2025 | Machine learning-based prediction of respiratory depression during sedation for liposuction | 김진우; 강윤철 | Article |
| 2025 | Optimizing Human-AI Resource Routing in AI Contact Centers using Reinforcement Learning | 백소연 | Master's Thesis |
| 2026 | Overcoming AI System Implementation Challenges | 김가영 | Doctoral Thesis |
| 2023 | Pre-defined Curriculum Learning for Time Series Classification | 남보라 | Master's Thesis |
| 2025 | Reinforcement Learning Model for Optimizing Bid Price and Service Quality in Crowdshipping | 민대기; 강윤철 | Article |
| 2024 | Risk-Sensitive Strategies for Recommender System Addressing Uncertain Returns | 류명진 | Master's Thesis |
| 2021 | Waste-to-energy supply chain management with energy feasibility condition | 강윤철 | Article |
| 2022 | 강화학습 기법을 활용한 오프라인 매장에서의 동적 가격 인하 정책 연구 | 권소정 | Master's Thesis |
| 2023 | 개인 사용자 및 그룹 선호도를 고려한 강화학습 기반 추천 시스템 | Jin, Hong | Master's Thesis |
| 2026 | 고차원 마케팅 데이터의 의미론적 맥락을 고려한 강화학습 기반 추천 시스템 | 이혜리 | Master's Thesis |
| 2023 | 다각적인 보상 함수를 고려한 Multi-Critic 강화학습에 관한 연구 | 이미희 | Master's Thesis |
| 2026 | 어텐션 기반 다중 에이전트 강화학습을 활용한 물류센터 EV 충전 전력 스케줄링 | 김예린 | Master's Thesis |
| 2021 | 온라인 시장환경 하에서 유통기한이 존재하는 제품의 수익성 극대화를 위한 동적가격인하정책 연구 | 김단비 | Master's Thesis |
| 2026 | 의료 리뷰 텍스트 데이터에서의 LLM 신뢰도 보정 방법론에 대한 고찰 | 정희수 | Master's Thesis |
