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🏆 ICC 2024 최우수 논문상 수상 — 엣지 네트워크 연합 학습 최적화
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인공지능, 네트워크 시스템, 사이버 보안에 걸친 연구를 탐색하세요. INSLAB의 최근 학문적 성과를 형성하는 주요 논문과 주제를 확인하실 수 있습니다.

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2026Journal

Graph Temporal Attention Self-Supervised Network for Real-Time Anomaly Detection in Industrial IoT Systems

Samia Zahid, Zilong Jin, Dae-Young Kim//ELSEVIER Engineering Applications of Artificial Intelligence, Submitted

IoTAnomaly DetectionGNN
2026Journal

Feature Learning-Based Network State Recognition for Multi-Layer Tactical Network Management in Resource-Constrained Gateway Systems

So-Yeon Lee, Jae-Won Jang, Jungwook Choi, Soobeom Park, Dae-Young Kim//TECH SCIENCE PRESS Computers, Materials & Continua, Submitted

Network IntelligenceTactical Network
Jan 15, 2026Journal

Optimizations in Enumerating Maximal Balanced Bicliques: Pruning and Vertex Sorting

Ilkhomjon Sadriddinov, Sony Peng, Sophort Siet, Dae-Young Kim, Kyuwon Park, Doo-Soon Park, Gangman Yi//Human-centric Computing and Information Sciences (SCIE), Vol. 16, ID 2

AlgorithmsBicliques
DOI
Apr 16, 2025Journal

Integration of Federated Learning and Graph Convolutional Networks for Movie Recommendation Systems

Sony Peng, Sophort Siet, Ilkhomjon Sadriddinov, Dae-Young Kim, Kyuwon Park, Doo-Soon Park//TECH SCIENCE PRESS Computers, Materials & Continua (SCIE), Vol. 83, No. 2, pp.2041-2057

Federated LearningGCNRecommendation
DOI
Apr 1, 2025Domestic

AutoEncoder 기반 웹 로그 데이터 이상 탐지 시스템

김예서, 장재원, 이소연, 최정욱, 박수범, 김대영//Journal of Platform Technology (KCI), Vol. 13, No. 2, pp. 40-50

AutoEncoderAnomaly Detection
Feb 27, 2025Journal

Algorithm for Mining Maximal Balanced Bicliques using Formal Concept Analysis

Sadriddinov Ilkhomjon, Sony Peng, Sophort Siet, Dae-Young Kim, Doo-Soon Park, Gangman Yi//IEEE Access (SCIE), Vol. 13, pp. 35113-35123

Data MiningFCA
DOI
Feb 19, 2025Conference

Improve the Reliability of Data Collected from IoT Devices by Allowing Redundancy of Data Transmissions in LPWAN

So-Yeon Lee, Dae-Young Kim//Proc. of 5th IFSA Winter Conference on Automation, Robotics & Communications for Industry 4.0/5.0 (ARCI 2025), Granada, Spain, Feb. 19-21 2025

LPWANReliability
Dec 18, 2024Conference

Comparison of LSTM and Transformer model performance for network delay prediction

Jae-Won Jang, So-Yeon Lee, Samia Zahid, Dae-Young Kim//Proc. of The 16th International Conference on Computer Science and its Applications (CSA 2024), Pattaya, Thailand, Dec. 18-20 2024

LSTMTransformerNetwork Prediction
Dec 4, 2024Journal

DEFT: A Dynamic Environmental Filtering and Thresholding Algorithm for Adaptive Headlamp Control Using Ride Height Sensors

Minwoo Jung, Dae-Young Kim//MDPI Electronics (SCIE), Vol. 13, No. 23, ID 4788

AutomotiveSensor
DOI
Nov 25, 2024Journal

Advanced Calibration and Compensation for Nonlinearities in Ball Joint-Integrated Hall Sensors for Accurate Ride Height Measurement

Minwoo Jung, Dae-Young Kim//IEEE Access (SCIE), Vol. 12, pp. 176425-176439

Sensor CalibrationHall Sensor
DOI
Nov 11, 2024Journal

Pseudo-Labeling and Time-Series Data Analysis Model for Device Status Diagnostics in Smart Agriculture

Minwoo Jung, Dae-Young Kim//MDPI Applied Sciences (SCIE), Vol. 14, No. 22, ID 10371

Smart AgricultureTime-Series
DOI
Aug 7, 2024Conference

Intent Inference Method for an Intent-based System in Military Communications

So-Yeon Lee, Jungwook Choi, Soobum Park, Dae-Young Kim//Proc. of The 3rd International Conference on Mobile, Military, and Maritime IT Convergence (ICMIC 2024), Kuala Lumpur, Malaysia, Aug. 7-9 2024

Intent-basedMilitary
May 15, 2024Journal

Task Offloading and Resource Allocation in UAV-aided Emergency response Operations via Soft Actor Critic

Shathee Akter, Dat Van Anh Duong, Dae-Young Kim, Seokhoon Yoon//IEEE Access (SCIE), Vol. 12, pp. 69258-69275

UAVMECReinforcement Learning
DOI
Mar 13, 2024Journal

GLBRF: Group-Based Lightweight Human Behavior Recognition Framework in Video Camera

Young-Chan Lee, So-Yeon Lee, Byeongchang Kim, Dae-Young Kim//MDPI Applied Sciences (SCIE), Vol. 14, No. 6, ID 2424

Behavior RecognitionVideo
DOI
Jan 30, 2024Journal

Integration of Deep Reinforcement Learning with Collaborative Filtering for Movie Recommendation Systems

Sony Peng, Sophort Siet, Sadriddinov Ilkhomjon, Dae-Young Kim, Doo-Soon Park//MDPI Applied Sciences (SCIE), Vol. 14, No. 3, ID 1155

DRLRecommendation
DOI
Dec 27, 2023Conference

Multiple Network Interfaces Control for High-Speed Data Transfer

Dae-Young Kim, So-Yeon Lee, Min-Seung Kim//Proc. of International Conference on Interdisciplinary Research on Computer Science, Psychology, and Education (ICICPE 2023), Bali, Indonesia, Dec. 27-29 2023

Multi-NICHigh-Speed
Dec 18, 2023Conference

Automatic Personal Information Vulnerability Detection and an Encryption System Using a DNN Model

MinSeung Kim, SeongCheol Yoon, Suhyun Kim, Dae-Young Kim//Proc. of International Conference on Computer Science and its Applications (CSA 2023), Nha Trang, Vietnam, Dec. 18-20 2023

SecurityDNNEncryption
Aug 1, 2023Journal

Context Awareness by Noise-Pattern Analysis of a Smart Factory

So-Yeon Lee, Jihoon Park, Dae-Young Kim//TECH SCIENCE PRESS Computers, Materials & Continua (SCIE), Vol. 76, No. 2, pp. 1497-1514

Smart FactoryContext Awareness
DOI
Jul 5, 2023Journal

Hyperparameter Tuning and Comparison Analysis of the DNN Model to Predict Wireless Network Conditions of Live Video Services

So-Yeon Lee, Dae-Young Kim//Lecture Notes on Data Engineering and Communications Technologies (LNDECT) (Scopus), Vol. 177, pp. 29-37

DNNNetwork Prediction
DOI
Jul 5, 2023Conference

Hyperparameter Tuning and Comparison Analysis of the DNN Model to Predict Wireless Network Conditions of Live Video Services

SoYeon Lee, Dae-Young Kim//Proc. of International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS 2023), Toronto, Canada, Jul. 5-7 2023

DNNNetwork Prediction