Department of Computer Science & Engineering

Research output

Research output per year 1988 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025

• 13621 Citations
• 56 h-index
• 423 Article
• 420 Conference contribution
• 37 Conference article
• 19 Chapter
• 35 More
  • 15 Paper
  • 13 Editorial
  • 4 Review article
  • 1 Comment/debate
  • 1 Letter
  • 1 Short survey

Research output per year

Research output per year

Search results

• 2025

  Combining genetic algorithms and bayesian neural networks for resource usage prediction in multi-tenant container environments

  Park, S. & Bahn, H., Apr 2025, In: Cluster Computing. 28, 2, 111.

  Research output: Contribution to journal › Article › peer-review

  • Resource Usage 100%
  • Service Level 100%
  • Service-Level Objective 100%
  • Shortfall 33%
  • Exponential Smoothing 33%
• 2024

  Adaptive Kernel Merge and Fusion for Multi-Tenant Inference in Embedded GPUs

  Jeon, J., Koo, G., Yoon, M. K. & Oh, Y., 2024, In: IEEE Embedded Systems Letters. 16, 4, p. 421-424 4 p.

  Research output: Contribution to journal › Article › peer-review

  • Graphics Processing Unit 100%
  • Context Switching 33%
  • Deep Learning Model 33%
  • Multiple Inference 33%
  • Software Technique 33%
  1 Scopus citations

• A Lightweight File System Design for Unikernel

  Cho, K. & Bahn, H., Apr 2024, In: Applied Sciences (Switzerland). 14, 8, 3342.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Filesystems 100%
  • File System Design 100%
  • System Calls 30%
  • Operating System Kernel 30%
  • Purpose Operating System 20%
  1 Scopus citations

• Attention-Based Ensemble Network for Effective Breast Cancer Classification over Benchmarks

  Thwin, S. M., Malebary, S. J., Abulfaraj, A. W. & Park, H. S., Feb 2024, In: Technologies. 12, 2, 16.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Feature Extraction 100%
  • Learning System 100%
  • Deep Learning Method 100%
  • Pattern Recognition 100%
  • Cancer Classification 100%
  4 Scopus citations

• Combining Balancing Dataset and SentenceTransformers to Improve Short Answer Grading Performance

  Wijanto, M. C. & Yong, H. S., Jun 2024, In: Applied Sciences (Switzerland). 14, 11, 4532.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Leaning Parameter 100%
  • Pearsons Linear Correlation Coefficient 100%
  • Similarities 100%
  • Processing Step 100%
  • Good Performance 100%
  1 Scopus citations

• Conflict-aware compiler for hierarchical register file on GPUs

  Jeong, E., Park, E. S., Koo, G., Oh, Y. & Yoon, M. K., Apr 2024, In: Journal of Systems Architecture. 149, 103099.

  Research output: Contribution to journal › Article › peer-review

  • Static Random Access Memory 100%
  • Graphics Processing Unit 100%
  • Non-Volatile Memory 66%
  • Energy Consumption 66%
  • thread-level parallelism 33%

• COOL: Conservation of Output Links for Pruning Algorithms in Network Intrusion Detection

  Dao, T. N. & Lee, H., 1 Mar 2024, In: IEEE Internet of Things Journal. 11, 5, p. 8906-8920 15 p.

  Research output: Contribution to journal › Article › peer-review

  • network intrusion detection 100%
  • Experimental Result 100%
  • Classification Models 50%
  • Intrusion Detection 50%
  • Networking Device 50%
  1 Scopus citations

• Country-Based COVID-19 DNA Sequence Classification in Relation with International Travel Policy

  Khatizah, E. & Park, H. S., Mar 2024, In: Applied Sciences (Switzerland). 14, 5, 1916.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Environmental Factor 100%
  • DNA Virus 100%

• EncGradInversion: Image Encoding and Gradient Inversion-Based Batch Attack in Federated Learning

  Dao, T. N. & Lee, H., 2024, (Accepted/In press) In: IEEE Internet of Things Journal.

  Research output: Contribution to journal › Article › peer-review

  • Federated Learning 100%
  • Reconstructed Image 100%
  • Optimization Problem 50%
  • Deep Learning Model 50%
  • Structural Similarity 50%

• Enhanced Scheduling of AI Applications in Multi-Tenant Cloud Using Genetic Optimizations

  Kwon, S. & Bahn, H., Jun 2024, In: Applied Sciences (Switzerland). 14, 11, 4697.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Artificial Intelligence Applications 100%
  • Graphics Processing Unit 100%
  • Machine Learning 40%
  • Learning System 40%
  • Discrete Event Simulation 20%

• Enhancing Imbalanced Sentiment Analysis: A GPT-3-Based Sentence-by-Sentence Generation Approach

  Suhaeni, C. & Yong, H. S., Jan 2024, In: Applied Sciences (Switzerland). 14, 2, 622.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Sentiment Analysis 100%
  • Generative Pre-Trained Transformer 3 100%
  • Synthetic Data 100%
  • Deep Learning Model 75%
  • Sentiment Classification 75%
  1 Scopus citations

• Fine-grained Background Representation for Weakly Supervised Semantic Segmentation

  Yin, X., Im, W., Min, D., Huo, Y., Pan, F. & Yoon, S. E., 2024, (Accepted/In press) In: IEEE Transactions on Circuits and Systems for Video Technology. p. 1 1 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Weakly-Supervised Semantic Segmentation 100%
  • Segmentation Task 66%
  • Performance Gain 33%
  • Diverse Background 33%
  • Contrastive Learning 33%
  1 Scopus citations

• MEC-Based Smart Parking System Considering User Satisfaction and Network Overhead

  Lee, K. M. & Lee, M. J., 1 Sep 2024, In: Journal of Korean Institute of Communications and Information Sciences. 49, 9, p. 1250-1263 14 p.

  Research output: Contribution to journal › Article › peer-review

  • User Satisfaction 100%
  • Multi-Access Edge Computing 100%
  • Mobile Edge Computing 100%
  • Network Simulator 33%

• Q-LAtte: An Efficient and Versatile LSTM Model for Quantized Attention-Based Time Series Forecasting in Building Energy Applications

  Kang, J., Park, J., Choi, S. & Sim, J., 2024, In: IEEE Access. 12, p. 69325-69341 17 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Long Short-Term Memory Network 100%
  • Memory Model 100%
  • Decision-Making 100%
  • Lstm 100%
  • Energy Application 100%

• Random laser ablated tags for anticounterfeiting purposes and towards physically unclonable functions

  Gandla, S., Yoon, J., Yang, C., Lee, H. J., Park, W. & Kim, S., Dec 2024, In: Nature Communications. 15, 1, 7592.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Binary Digit 100%
  • Infrared Laser 100%
  • Tag Pattern 100%
  • Laser Ablation 100%
  • Pattern Recognition 100%

• Revisiting Domain-Adaptive Semantic Segmentation via Knowledge Distillation

  Jeong, S., Kim, J., Kim, S. & Min, D., 2024, In: IEEE Transactions on Image Processing. 33, p. 6761-6773 13 p.

  Research output: Contribution to journal › Article › peer-review

  • Knowledge Distillation 100%
  • Image Segmentation 100%
  • Unsupervised Domain Adaptation 100%
  • Moving Average 60%
  • Model Architecture 20%

• RL-Based Load Balancing for Edge Server Based Vehicular Offloading System

  Bang, S. J. & Lee, M. J., 1 Aug 2024, In: Journal of Korean Institute of Communications and Information Sciences. 49, 8, p. 1096-1109 14 p.

  Research output: Contribution to journal › Article › peer-review

  • Load Balancing 100%
  • Edge Server 100%
  • Reinforcement Learning 16%
  • Optimization Problem 16%
  • Dynamic Environment 16%

• SAVector: Vectored Systolic Arrays

  Choi, S., Park, S., Park, J., Kim, J., Koo, G., Hong, S., Yoon, M. K. & Oh, Y., 2024, In: IEEE Access. 12, p. 44446-44461 16 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Systolic Arrays 100%
  • Chip Memory Access 50%
  • Energy Delay Product 50%
  • Performance Degradation 50%
  • Memory Access 25%
  1 Scopus citations

• Skin Lesion Classification Using a Deep Ensemble Model

  Thwin, S. M. & Park, H. S., Jul 2024, In: Applied Sciences (Switzerland). 14, 13, 5599.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Classification Accuracy 100%
  • Individual Model 66%
  • Residual Neural Network 33%
  • Ensemble Method 33%
  • Deep Learning Model 33%
  1 Scopus citations

• SpDRAM: Efficient In-DRAM Acceleration of Sparse Matrix-Vector Multiplication

  Kang, J., Choi, S., Lee, E. & Sim, J., 2024, In: IEEE Access. 12, p. 176009-176021 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Mapping Matrix 100%
  • Acceleration Method 49%
  • Effective Bit 49%
  • Sorting Column 49%
  • Permutation Matrix 49%

• Task-Driven Transferred Vertical Federated Deep Learning for Multivariate Internet of Things Time-Series Analysis

  Oh, S. & Lee, M., Jun 2024, In: Applied Sciences (Switzerland). 14, 11, 4606.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Learning Method 100%
  • Time Series 100%
  • Internet-Of-Things 100%
  • Deep Learning Method 100%
  • Distance Education 33%
  1 Scopus citations

• TLP Balancer: Predictive Thread Allocation for Multi-Tenant Inference in Embedded GPUs

  Gil, M., Jeon, J., Kim, J., Choi, S., Koo, G., Yoon, M. K. & Oh, Y., 2024, (Accepted/In press) In: IEEE Embedded Systems Letters.

  Research output: Contribution to journal › Article › peer-review

  • Fusion Technique 100%
  • Allocation Method 100%
  • Inference System 100%

• Topic Modeling for Scientific Articles: Exploring Optimal Hyperparameter Tuning in BERT

  Wijanto, M. C., Widiastuti, I. & Yong, H. S., 2024, In: International Journal on Advanced Science, Engineering and Information Technology. 14, 3, p. 912-919 8 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Bidirectional Encoder Representations From Transformers 100%
  • Topic Modeling 100%
  • Leaning Parameter 100%
  • Coherence 100%
  • Neural Network 100%
  1 Scopus citations

• Triple-A: Early Operand Collector Allocation for Maximizing GPU Register Bank Utilization

  Jeong, I., Jeong, E., Kim, N. S. & Yoon, M. K., 1 Jun 2024, In: IEEE Embedded Systems Letters. 16, 2, p. 206-209 4 p.

  Research output: Contribution to journal › Article › peer-review

  • Graphics Processing Unit 100%
  • Register Bank 100%
  • Register File 100%
  • Write Operation 25%
  • Data-Dependences 25%
• 2023

  AccessComics2: Understanding the User Experience of an Accessible Comic Book Reader for Blind People with Textual Sound Effects

  Lee, Y. J., Joh, H., Yoo, S. & Oh, U., 29 Mar 2023, In: ACM Transactions on Accessible Computing. 16, 1, 3555720.

  Research output: Contribution to journal › Article › peer-review

  • User Experience 100%
  • Visual Impairment 100%
  • Scene Description 66%
  • Reading Experience 66%
  • Online Survey 33%
  5 Scopus citations

• Adaptive Resource Planning for AI Workloads with Variable Real-Time Tasks

  Nam, S. A., Cho, K. & Bahn, H., 2023, In: Computers, Materials and Continua. 74, 3, p. 6823-6833 11 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Artificial Intelligence 100%
  • Central Processing Unit 28%
  • Genetic Algorithm 14%
  • Real Time Systems 14%
  • Memory Resource 14%
  1 Scopus citations

• Analyzing Data Reference Characteristics of Deep Learning Workloads for Improving Buffer Cache Performance

  Lee, J. & Bahn, H., Nov 2023, In: Applied Sciences (Switzerland). 13, 22, 12102.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Reference Data 100%
  • Data Loading 100%
  • Deep Learning Method 100%
  • Neural Network 66%
  • Performance Bottleneck 33%

• A Python-based educational software tool for visualizing bioinformatics alignment algorithms

  Khatizah, E., Nam, H. J. & Park, H. S., Mar 2023, In: Genomics and Informatics. 21, 1, e15.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Software Development Tool 100%
  • Teaching and Learning 33%
  • User Experience 33%
  • Source Codes 33%
  • Open Source Software 33%

• A Scalable VRU Protection System Based on Edge Servers

  Bang, S., Lee, M. & Ahn, S., 2023, In: IEEE Access. 11, p. 97590-97604 15 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • System Protection 100%
  • Road 100%
  • Edge Server 100%
  • Area Coverage 33%
  • Collision Risk 33%
  1 Scopus citations

• Characterization of Memory Access in Deep Learning and Its Implications in Memory Management

  Lee, J. & Bahn, H., 2023, In: Computers, Materials and Continua. 76, 1, p. 607-629 23 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Memory Access 100%
  • Memory Management 100%
  • Deep Learning Method 100%
  • Data Access 25%
  • Traditional Workload 25%
  4 Scopus citations

• CNN-LSTM 기반의 잠재 요인 특징 추출을 활용한 효과적인 불규칙 경향 예측 기법

  Lee, M. S., 2023, In: 정보과학회 컴퓨팅의 실제 논문지.

  Research output: Contribution to journal › Article › peer-review

• Considering Read and Write Characteristics of Page Access Separately for Efficient Memory Management

  Bahn, H., 2023, In: The International Journal of Advanced Smart Convergence.

  Research output: Contribution to journal › Article › peer-review

• Contour-Aware Equipotential Learning for Semantic Segmentation

  Yin, X., Min, D., Huo, Y. & Yoon, S. E., 2023, In: IEEE Transactions on Multimedia. 25, p. 6146-6156 11 p.

  Research output: Contribution to journal › Article › peer-review

  • Image Segmentation 100%
  • Network Architecture 50%
  • Life Experience 50%
  • Segmentation Model 50%
  • Decision Boundary 50%
  3 Scopus citations

• Co-Optimizing CPU Voltage, Memory Placement, and Task Offloading for Energy-Efficient Mobile Systems

  Ki, S., Byun, G., Cho, K. & Bahn, H., 15 May 2023, In: IEEE Internet of Things Journal. 10, 10, p. 9177-9192 16 p.

  Research output: Contribution to journal › Article › peer-review

  • Energy Efficient 100%
  • Energy Saving 100%
  • Dynamic Voltage 50%
  • Genetic Algorithm 25%
  • Supply Voltage 25%
  7 Scopus citations

• Cross-Scale KNN Image Transformer for Image Restoration

  Lee, H., Choi, H., Sohn, K. & Min, D., 2023, In: IEEE Access. 11, p. 13013-13027 15 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • k-Nearest Neighbors Algorithm 100%
  • Image Restoration 100%
  • Attention (Machine Learning) 40%
  • Convolutional Neural Network 20%
  • Superior Performance 20%
  2 Scopus citations

• Design of an Efficient In-Memory Journaling File System for Non-Volatile Memory Media

  Bahn, H., 2023, In: The International Journal of Advanced Smart Convergence.

  Research output: Contribution to journal › Article › peer-review

• Detection of Vulnerabilities by Incorrect Use of Variable Using Machine Learning

  Park, J., Shin, J. & Choi, B., Mar 2023, In: Electronics (Switzerland). 12, 5, 1197.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Static Program Analysis 100%
  • Machine Learning 100%
  • Learning System 100%
  • Common Weakness Enumeration 50%
  • Dynamic Method 25%
  2 Scopus citations

• Dissemination and Symptoms of Monkeypox Virus Infection

  Yang, S. D. & Park, H. S., Mar 2023, In: Asia-Pacific Journal of Public Health. 35, 2-3, p. 175-178 4 p.

  Research output: Contribution to journal › Article › peer-review

  • Monkeypox Virus 100%
  • Monkeypox 50%

• EEG Feature Engineering for Machine Learning-Based CPAP Titration Optimization in Obstructive Sleep Apnea

  Oh, U., 2023, In: The International Journal of Advanced Smart Convergence.

  Research output: Contribution to journal › Article › peer-review

• EEG Feature Engineering for Machine Learning-Based CPAP Titration Optimization in Obstructive Sleep Apnea

  Kang, J., Kim, Y., Yang, J., Chung, S., Hwang, S., Oh, U. & Lee, H. W., 23 Jul 2023, In: International Journal of Advanced Smart Convergence. 12, 3, p. 89-103 5 p., http://dx.doi.org/10.7236/IJASC.2023.12.3.89.

  Research output: Contribution to journal › Article › peer-review

  • Random Forest 100%
  • Machine Learning Technique 100%
  • Predictive Capability 100%
  • Learning System 100%
  • Support Vector Machine 100%

• Exploring Low-Cost Grid-based Tactile Instruments for Understanding and Reproducing Shapes for People with Visual Impairments

  Oh, U., 2023, In: The International Journal of Advanced Smart Convergence.

  Research output: Contribution to journal › Article › peer-review

• Learning disentangled skills for hierarchical reinforcement learning through trajectory autoencoder with weak labels

  Song, W., Jeon, S., Choi, H., Sohn, K. & Min, D., 15 Nov 2023, In: Expert Systems with Applications. 230, 120625.

  Research output: Contribution to journal › Article › peer-review

  • Reinforcement Learning 100%
  • Autoencoder 100%
  • Unsupervised Learning 33%
  • Supervised Learning 33%
  • Learning Problem 33%
  2 Scopus citations

• Memory Allocation in Mobile Multitasking Environments with Real-time Constraints

  Bahn, H., 2023, In: The International Journal of Internet, Broadcasting and Communication.

  Research output: Contribution to journal › Article › peer-review

• Mitigating Class Imbalance in Sentiment Analysis through GPT-3-Generated Synthetic Sentences

  Suhaeni, C. & Yong, H. S., Sep 2023, In: Applied Sciences (Switzerland). 13, 17, 9766.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Sentiment Analysis 100%
  • Generative Pre-Trained Transformer 3 100%
  • Class Imbalance 100%
  • Sentiment Classification 50%
  • Classification Performance 50%
  10 Scopus citations

• MoodChartBot: AI 챗봇을 활용한 기분기록지 어플리케이션 설계 및 구현

  Oh, U., 2023, In: 멀티미디어학회논문지.

  Research output: Contribution to journal › Article › peer-review

• OctoMap-RT: Fast Probabilistic Volumetric Mapping Using Ray-Tracing GPUs

  Min, H., Han, K. M. & Kim, Y. J., 1 Sep 2023, In: IEEE Robotics and Automation Letters. 8, 9, p. 5696-5703 8 p.

  Research output: Contribution to journal › Article › peer-review

  • ray-tracing 100%
  • Graphics Processing Unit 100%
  • Benchmarking 33%
  • Environment Mapping 33%
  • State Occupancy 33%
  2 Scopus citations

• Performance Analysis of Container Effect in Deep Learning Workloads and Implications

  Park, S. & Bahn, H., Nov 2023, In: Applied Sciences (Switzerland). 13, 21, 11654.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Performance Analysis 100%
  • Deep Learning Method 100%
  • Input/Output 14%
  • Performance Bottleneck 14%
  • Performance Metric 14%
  1 Scopus citations

• Prediction of Cognitive Ability Utilizing a Machine Learning approach based on Digital Therapeutics Log Data

  Oh, U., 2023, In: The International Journal of Advanced Smart Convergence.

  Research output: Contribution to journal › Article › peer-review

• Predictive Path Planning of Multiple UAVs for Effective Network Hotspot Coverage

  Cho, J., Ki, S. & Lee, H., 1 Dec 2023, In: IEEE Transactions on Vehicular Technology. 72, 12, p. 16683-16700 18 p.

  Research output: Contribution to journal › Article › peer-review

  • path-planning 100%
  • Unmanned Aerial Vehicle 100%
  • Service to User 18%
  • Communication Network 9%
  • Network Traffic 9%
  2 Scopus citations

• Reduction of False Positives for Runtime Errors in C/C++ Software: A Comparative Study

  Park, J., Shin, J. & Choi, B., Aug 2023, In: Electronics (Switzerland). 12, 16, 3518.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • False Positive 100%
  • Static Program Analysis 100%
  • Detection Technique 100%
  • Deep Learning Method 75%
  • Machine Learning 75%