Scholarly Contributions

How the Representation of Retrieved Context Affects In-Context Prompting for Commit Message Generation Journal

Dokyeong An, Geunseok Yang*

In Electronics, Vol. 15, No. 3, pp. 1-27, 2026 (SCIE, Q2, 2.6)

QLoRA와 CTQRS 구조화 프롬프트, CoT·Few-shot 전략을 결합한 오픈 소스 버그 리포트 자동 생성 기법 Journal

최서진, 양근석*

정보과학회논문지 : 소프트웨어 및 응용, Vol. 53, No. 3, pp. 1-13, 2026 (KCI)

Integrating Attention Mechanism with Code Structural Affinity and Execution Context Correlation for Automated Bug Repair Journal

Jinfeng Ji, Geunseok Yang*

In Computers, Materials & Continua, Vol. 86, No. 3, pp. 1-18, 2026 (SCIE, Q3, IF: 1.7)

CTQRS-Based Reinforcement Learning Framework for Reliable Bug Report Generation Using Open-Source Large Language Model Journal

Geunseok Yang*

In Applied Sciences, Vol. 15, No. 23, pp. 1-26, 2025 (SCIE, Q1, IF: 2.5)

AgentReport: A Multi-Agent LLM Approach for Automated and Reproducible Bug Report Generation Journal

Seojin Choi, Geunseok Yang*

In Applied Sciences, Vol. 15, No. 22, pp. 1-31, 2025 (SCIE, Q1, IF: 2.5)

LLMLoc: A Structure-Aware Retrieval System for Zero-Shot Bug Localization Journal

Gyumin Nam, Geunseok Yang*

In Electronics, Vol. 14, No. 21, pp. 1-24, 2025 (SCIE, Q2, IF: 2.6)

Security Bug Report Classification via Cross-Project Similarity-Based Data Augmentation and Deep Learning Models Journal

Murun Ganzorig, Jinfeng Ji, Geunseok Yang*

In IEEE Access, Vol. 13, pp. 173222-173240, 2025 (SCIE, Q1, IF: 3.6)

Do Stop Words Matter in Bug Report Analysis? Empirical Findings Using Deep Learning Models across Duplicate, Severity, and Priority Classification Journal

Jinfeng Ji, Geunseok Yang*

In Applied Sciences, Vol. 15, No. 16, pp. 1-47, 2025 (SCIE, Q1, IF: 2.5)

Enhancing Bug Assignment with Developer-Specific Feature Extraction and Hybrid Deep Learning Journal

Geunseok Yang*, Jinfeng Ji, Dongkyu Kim

In Electronics, Vol. 14, No. 12, pp. 1-25, 2025 (SCIE, Q2, IF: 2.6)

Leveraging Cross-Project Similarity for Data Augmentation and Security Bug Report Prediction Journal

Jinfeng Ji, Geunseok Yang*

In Applied Sciences, Vol. 13, pp. 80416-80428, 2025 (SCIE, Q1, IF: 2.5)

LSTM Attention-Driven Similarity Learning for Effective Bug Localization Journal

Geunseok Yang*, Jinfeng Ji, Eontae Kim

In Applied Sciences, Vol. 15, No. 3, pp. 1-24, 2025 (SCIE, Q1, IF: 2.5)

Feature Learning via Correlation Analysis for Effective Duplicate Detection Journal

Geunseok Yang*, Jinfeng Ji, Taemin Kim

In Applied Sciences, Vol. 15, No. 3, pp. 1-28, 2025 (SCIE, Q1, IF: 2.5)

Enhanced Bug Priority Prediction via Priority-Sensitive Long Short-Term Memory–Attention Mechanism Journal

Geunseok Yang*, Jinfeng Ji, Jaehee Kim

In Applied Sciences, Vol. 15, No. 2, pp. 1-21, 2025 (SCIE, Q1, IF: 2.5)

버그 리포트의 다중 토픽 분석과 CNN 알고리즘을 활용한 버그 심각도 예측 방법 Journal

김언태, 양근석*, 정인홍

정보과학회논문지 : 소프트웨어 및 응용, Vol. 50, No. 11, pp. 954-965, 2023 (KCI)

Predicting Duplicate in Bug Report Using Topic-based Duplicate Learning with Fine Tuning-based BERT Algorithm Journal

Taemin Kim, Geunseok Yang*

In IEEE Access, Vol. 10, pp. 129666-129675, 2022 (SCIE, Q1, IF: 3.367)

A Bug Triage Technique using Developer-based Feature Selection and CNN-LSTM Algorithm Journal

JeongMin Jang, Geunseok Yang*

In Applied Sciences, Vol. 12, No. 18, pp. 1-18, 2022 (SCIE, Q2, IF: 3.021)

Bug Severity Prediction Algorithm using Topic-based Feature Selection and CNN-LSTM Algorithm Journal

JungYeon Kim, Geunseok Yang*

In IEEE Access, Vol. 10, pp. 94643-94651, 2022 (SCIE, Q1, IF: 3.367)

Utilizing Topic-Based Similar Commit Information and CNN-LSTM Algorithm for Bug Localization Journal

Geunseok Yang, Byungjeong Lee*

In Symmetry, Vol. 13, No. 3, pp. 406-423, 2021 (SCIE, Q2, IF: 2.645)

소프트웨어 버그 정정에 SeqGAN 알고리즘을 적용 Journal

양근석, 이병정

인터넷정보학회논문지, Vol. 21, No. 5, pp. 129-137, 2020 (KCI)

Applying Topic Modeling and Similarity for Predicting Bug Severity in Cross Projects Journal

Geunseok Yang, Kyeongsic Min, Jung-won Lee, Byungjeong Lee*

In Journal of KSII Transactions on Internet and Information Systems (TIIS), Vol. 21, No. 9, pp. 616-621, 2019 (SCIE, Q4, IF: 0.648)

An Emotion Similarity based Severity Prediction of Software Bugs: A Case Study of Open Source Projects Journal

Geunseok Yang, Tao Zhang, Byungjeong Lee*

In IEICE Trans. on Information and Systems, Vol. E101, Issue. 8, pp. 2015-2026, 2018 (SCIE, Q4, IF: 0.449)

Improving Predictions about Bug Severity by Utilizing Bugs Classified as Normal Journal

Kwanghue Jin, Amarmend Dashbalbar, Geunseok Yang, Byungjeong Lee*, Jung-Won Lee

In Journal of Contemporary Engineering Sciences, Vol. 9, no. 19, pp. 933-942, Aug. 2016.

Guiding Bug Triage through Developer Analysis in Bug Reports Journal

Tao Zhang, Geunseok Yang, Byungjeong Lee*, Alvin T. S. Chan

In International Journal of Software Engineering and Knowledge Engineering, Vol. 26, No. 03, pp. 405-431, 2016 (SCIE, Q3, IF: 0.299)

Towards More Accurate Severity Prediction and Fixer Recommendation of Software Bugs Journal

Tao Zhang, Jiachi Chen, Geunseok Yang, Byungjeong Lee, Xiapu Luo*

In Journal of Systems and Software, Vol. 117, pp. 166-184, 2016 (SCI, Q1, IF: 2.444)

토픽 모델과 버그 리포트 메타 필드를 이용한 버그 심각도 예측 방법 Journal

양근석, 이병정*

정보과학회 컴퓨팅의 실제 논문지 Vol. 21, No. 9, pp. 616-621, 2015 (KCI)

토픽 모델과 소셜 네트워크를 이용한 개발자 추천방법 Journal

양근석, 장도, 이병정*

정보과학회논문지 : 소프트웨어 및 응용 Vol. 41, No. 8, pp. 557-568, 2014 (KCI)

버그 정정 관리에 데이터 마이닝 적용 Journal

양근석, 장도, 이병정*

정보과학회지 Vol. 31, No. 10, pp. 16-22, 2013 (KSCI)