Research
Here you can find published research conducted at DNS Lab.
All
2026
Communication-Aware Adaptive Decentralized Traffic Signal Control via Broadcast gate
2026 Seventeenth International Conference on Ubiquitous and Future Networks (ICUFN)
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01 Jul 2026
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doi:10.1109/ICUFN69619.2026.11628618
Reliable Federated Fine-Tuning for Multilingual ASR
2026 IEEE 46th International Conference on Distributed Computing Systems Workshops (ICDCSW)
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01 Jun 2026
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doi:10.1109/ICDCSW72724.2026.00017
Robust Self-Supervised Learning for Reliable Pain Assessment under Incomplete Physiological Signals
Annual Conference of KIPS
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20 May 2026
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doi:10.3745/PKIPS.y2026m05a.725
Improve SQL Injection Classification with Feature Engineering
Annual Conference of KIPS
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20 May 2026
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doi:10.3745/PKIPS.y2026m05a.161
Distance-Aware LiDAR Odometry with Dynamic Object Suppression Using Two-Stage ICP
Annual Conference of KIPS
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20 May 2026
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doi:10.3745/PKIPS.y2026m05a.729
PLDC‐Net: A Domain‐Specific Base Model for Plant Leaf Disease Classification Domain Adaptation Tasks
Plant Direct
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01 Apr 2026
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doi:10.1002/pld3.70167
HCLmNet: A unified hybrid continual learning strategy multimodal network for lung cancer survival prediction
PLOS One
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24 Mar 2026
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doi:10.1371/journal.pone.0316509
HCAPO: Transformer-Based Adaptive Policy Orchestration for Hybrid-Cloud Security
2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)
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24 Feb 2026
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doi:10.1109/ICAIIC68212.2026.11454309
Multi-Scale Convolutional Reconstruction Defense Against Adversarial and Real-World Corruptions in Plant Disease Recognition
2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)
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24 Feb 2026
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doi:10.1109/ICAIIC68212.2026.11454422
Federated Speech Encoder Fine-Tuning for Multilingual Cross Site Parkinson's Speech Classification: Performance Fairness Analysis
2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)
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24 Feb 2026
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doi:10.1109/ICAIIC68212.2026.11454181
Evaluating Knowledge Distillation for Plant Leaf Disease Classification
2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)
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24 Feb 2026
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doi:10.1109/ICAIIC68212.2026.11454411
ATC-FL: Adaptive Thompson Sampling for Efficient Clustering in Federated Learning
IEEE Access
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01 Jan 2026
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doi:10.1109/ACCESS.2026.3676500
An Improved Small Defect Classification System Using Image Patching Methodology on Aluminum Car Doors
IEEE Access
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01 Jan 2026
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doi:10.1109/ACCESS.2026.3650927
Execution-Aware Stage-Wise Evaluation Framework for Indirect Prompt Injection in LLM-Based Email Agents
IEEE Access
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01 Jan 2026
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doi:10.1109/ACCESS.2026.3723800
2025
An encoder-based defense mechanism against adversarial attacks in plant leaf disease classification
Annual Conference of KIPS
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06 Nov 2025
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doi:10.3745/PKIPS.y2025m11a.256
Efficient Fashion Complementary Prediction via 4-bit Quantized LLM Fine-Tuning with LoRA
Annual Conference of KIPS
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06 Nov 2025
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doi:10.3745/PKIPS.y2025m11a.787
DMTR Norm: Improving the Performance of Handwriting Verification Model with Distortion Minimized Text Region Preprocessing
2025 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)
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22 Oct 2025
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doi:10.1109/MetroXRAINE66377.2025.11340228
Deep learning-based diabetic retinopathy recognition and grading: Challenges, gaps, and an improved approach — A survey
ICT Express
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01 Oct 2025
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doi:10.1016/j.icte.2025.08.001
Edge-Based Policy Caching for Low Latency Security Enforcement in Hybrid Clouds
2025 25th Asia-Pacific Network Operations and Management Symposium (APNOMS)
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22 Sep 2025
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doi:10.23919/APNOMS67058.2025.11181398
Sensitivity-aware Federated ASR Fine-Tuning with Balancing Accuracy and Network Cost
2025 25th Asia-Pacific Network Operations and Management Symposium (APNOMS)
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22 Sep 2025
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doi:10.23919/APNOMS67058.2025.11181385
A Survey on Video Big Data Analytics: Architecture, Technologies, and Open Research Challenges
Applied Sciences
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21 Jul 2025
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doi:10.3390/app15148089
Assessing the performance of domain-specific models for plant leaf disease classification: a comprehensive benchmark of transfer-learning on open datasets
Scientific Reports
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30 May 2025
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doi:10.1038/s41598-025-03235-w
Exploring the Impact of Data Augmentation Techniques on Parkinson’s Disease Detection Using S-BERT
Annual Conference of KIPS
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29 May 2025
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doi:10.3745/PKIPS.y2025m05a.705
TSPM: Two-stage Spatiotemporal Prediction Module with Floor Plan for Effective Building Energy Prediction
Annual Conference of KIPS
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29 May 2025
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doi:10.3745/PKIPS.y2025m05a.683
SSDC-MiniNet: A Tiny CNN Steel Surface Defect Classifier
Annual Conference of KIPS
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29 May 2025
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doi:10.3745/PKIPS.y2025m05a.713
PLDC-80: A Combined Augmented Hybrid Plant Leaf Disease Classification Benchmarking Dataset
Annual Conference of KIPS
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29 May 2025
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doi:10.3745/PKIPS.y2025m05a.687
Resource-Efficient Federated Fine-Tuning of LLMs for Downstream Tasks of Speech Recognition
NOMS 2025-2025 IEEE Network Operations and Management Symposium
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12 May 2025
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doi:10.1109/NOMS57970.2025.11073667
Enhancing deep learning models for predicting smoking Status using clinical data in patients with chronic obstructive pulmonary disease
DIGITAL HEALTH
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01 May 2025
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doi:10.1177/20552076251393380
Enhancing Vision-Based Cigarette Smoke Detection in Smart Vehicles by Transfer Learning
Journal of Digital Contents Society
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30 Apr 2025
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doi:10.9728/dcs.2025.26.4.1041
Solar Power Generation Forecasting Using a Hybrid LSTM-Linear Model with Multi-Head Attention
The Transactions of the Korea Information Processing Society
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28 Feb 2025
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doi:10.3745/TKIPS.2025.14.2.123
STMFNet: Spatial Texture Multi-Scale Feature Fusion Attention Network for Diabetic Retinopathy Classification
2025 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)
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18 Feb 2025
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doi:10.1109/ICAIIC64266.2025.10920810
Assessing the Impact of State-Space Complexity on an Image Based DQN via the Game of Snake
2025 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)
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18 Feb 2025
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doi:10.1109/ICAIIC64266.2025.10920778
Assessing the Effectiveness of Augmentation Techniques in Enhancing Plant Leaf Disease Classification
Korean Institute of Smart Media
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31 Jan 2025
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doi:10.30693/SMJ.2025.14.1.17
Enhancing Employee Turnover Prediction: An Advanced Feature Engineering Analysis with CatBoost
Computer Systems Science and Engineering
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01 Jan 2025
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doi:10.32604/csse.2025.069213
Deformable Dynamic Convolution for Accurate yet Efficient Spatio-Temporal Traffic Prediction
arXiv
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01 Jan 2025
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doi:10.48550/arXiv.2507.11550
DATC-STP: Towards Accurate yet Efficient Spatiotemporal Prediction With Transformer-Style CNN
IEEE Access
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01 Jan 2025
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doi:10.1109/ACCESS.2025.3573639
A Data-Driven Model to Predict Regular Strength Exercise Patterns in Patients With Chronic Obstructive Pulmonary Disease: A Secondary Analysis
IEEE Access
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01 Jan 2025
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doi:10.1109/ACCESS.2025.3623702
STE-NTP: A Long-Short Period Aware Network Traffic Prediction Model
IEEE Access
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01 Jan 2025
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doi:10.1109/ACCESS.2025.3545117
A Systematic Review of the Current State of Transfer Learning Accelerated CNN-Based Plant Leaf Disease Classification
IEEE Access
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01 Jan 2025
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doi:10.1109/ACCESS.2025.3584404
2024
Precision Lung Cancer Segmentation from CT & PET Images Using Mask2Former
Annual Conference of KIPS
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31 Oct 2024
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doi:10.3745/PKIPS.y2024m10a.653
A Study of MultiModal Foundation Model in Fashion Recommendation
Annual Conference of KIPS
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31 Oct 2024
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doi:10.3745/PKIPS.y2024m10a.660
GTT-NTP: A Graph Convolutional Networks-Based Network Traffic Prediction model
NOMS 2024-2024 IEEE Network Operations and Management Symposium
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06 May 2024
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doi:10.1109/NOMS59830.2024.10575786
Advancing AI Voice Synthesis: Integrating Emotional Expression in Multi-Speaker Voice Generation
2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)
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19 Feb 2024
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doi:10.1109/ICAIIC60209.2024.10463204
Multi-Convolutional Channel Residual Spatial Attention U-Net for Industrial and Medical Image Segmentation
IEEE Access
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01 Jan 2024
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doi:10.1109/ACCESS.2024.3405957
A Review of Reinforcement Learning for Fixed-Wing Aircraft Control Tasks
IEEE Access
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01 Jan 2024
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doi:10.1109/ACCESS.2024.3433540
2023
Design of Precision Medicine Web-service Platform Towards Health Care Digital Twin
2023 Fourteenth International Conference on Ubiquitous and Future Networks (ICUFN)
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04 Jul 2023
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doi:10.1109/ICUFN57995.2023.10199942
2022
A Smart Evacuation Guidance System for Large Buildings
Electronics
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16 Sep 2022
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doi:10.3390/electronics11182938
LSTM-Based Collaborative Source-Side DDoS Attack Detection
IEEE Access
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01 Jan 2022
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doi:10.1109/ACCESS.2022.3169616
2021
Web based Microservice Framework for Survival Analysis of Lung Cancer Patient using Digital Twin
Annual Conference of KIPS
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04 Nov 2021
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doi:10.3745/PKIPS.y2021m11a.537
Source-side DoS attack detection with LSTM and seasonality embedding
Proceedings of the 36th Annual ACM Symposium on Applied Computing
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22 Mar 2021
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doi:10.1145/3412841.3441987
2020
Survey on Reinforcement Learning based Efficient Routing in SDN
The 9th International Conference on Smart Media and Applications
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17 Sep 2020
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doi:10.1145/3426020.3426072
AutoEncoder Based Feature Extraction for Multi-Malicious Traffic Classification
The 9th International Conference on Smart Media and Applications
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17 Sep 2020
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doi:10.1145/3426020.3426093
Empirical Study on SAT-Encodings of the At-Most-One Constraint
The 9th International Conference on Smart Media and Applications
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17 Sep 2020
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doi:10.1145/3426020.3426170
Improving Performance of Collaborative Source-Side DDoS Attack Detection
2020 21st Asia-Pacific Network Operations and Management Symposium (APNOMS)
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01 Sep 2020
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doi:10.23919/APNOMS50412.2020.9237014
Accessing Impact of DCGAN Image Data Augmentation for CNN based Tomato Disease Classification
Journal of Digital Contents Society
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31 May 2020
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doi:10.9728/dcs.2020.21.5.959
2019
A Scalable Approach for Dynamic Evacuation Routing in Large Smart Buildings
2019 IEEE International Conference on Smart Computing (SMARTCOMP)
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01 Jun 2019
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doi:10.1109/SMARTCOMP.2019.00065
Traffic Seasonality aware Threshold Adjustment for Effective Source-side DoS Attack Detection
KSII Transactions on Internet and Information Systems
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31 May 2019
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doi:10.3837/tiis.2019.05.023
2018
Source-Side Detection of DRDoS Attack Request with Traffic-Aware Adaptive Threshold
IEICE Transactions on Information and Systems
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01 Jun 2018
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doi:10.1587/transinf.2018EDL8020
A Survey about Consensus Algorithms Used in Blockchain
Journal of Information Processing Systems
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28 Feb 2018
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doi:10.3745/JIPS.01.0024
Design and implementation of intrusion detection system using convolutional neural network for DoS detection
Proceedings of the 2nd International Conference on Machine Learning and Soft Computing
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02 Feb 2018
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doi:10.1145/3184066.3184089
2017
Real-Time Earthquake Detection Using Convolutional Neural Network and Social Data
2017 IEEE Third International Conference on Multimedia Big Data (BigMM)
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01 Apr 2017
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doi:10.1109/BigMM.2017.58
Design of a Platform for Collecting and Analyzing Agricultural Big Data
Journal of Digital Contents Society
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28 Feb 2017
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doi:10.9728/dcs.2017.18.1.149
Efficient Regular Path Query Evaluation by Splitting with Unit-Subquery Cost Matrix
IEICE Transactions on Information and Systems
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01 Jan 2017
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doi:10.1587/transinf.2017EDL8060
Assessing the Impact of DoS Attacks on IoT Gateway
Lecture Notes in Electrical Engineering
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01 Jan 2017
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doi:10.1007/978-981-10-5041-1_43
2016
Resilient Overlays for IoT-Based Community Infrastructure Communications
2016 IEEE First International Conference on Internet-of-Things Design and Implementation (IoTDI)
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01 Apr 2016
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doi:10.1109/IoTDI.2015.40
2015
Assessing the impact of resource attack in Software Defined Network
2015 International Conference on Information Networking (ICOIN)
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01 Jan 2015
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doi:10.1109/ICOIN.2015.7057934
2014
Efficient and Reliable Application Layer Multicast for Flash Dissemination
IEEE Transactions on Parallel and Distributed Systems
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01 Oct 2014
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doi:10.1109/TPDS.2013.280
Leveraging Social Feedback to Verify Online Identity Claims
ACM Transactions on the Web
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01 Mar 2014
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doi:10.1145/2543711
2013
ReCREW: A Reliable Flash-Dissemination System
IEEE Transactions on Computers
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01 Jul 2013
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doi:10.1109/TC.2012.68
DYNATOPS
Proceedings of the 7th ACM international conference on Distributed event-based systems
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29 Jun 2013
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doi:10.1145/2488222.2489273
2012
GSFord: Towards a Reliable Geo-social Notification System
2012 IEEE 31st Symposium on Reliable Distributed Systems
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01 Oct 2012
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doi:10.1109/SRDS.2012.35
Assessing the veracity of identity assertions via OSNs
2012 Fourth International Conference on Communication Systems and Networks (COMSNETS 2012)
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01 Jan 2012
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doi:10.1109/COMSNETS.2012.6151325
2011
SocialFilter: Introducing social trust to collaborative spam mitigation
2011 Proceedings IEEE INFOCOM
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01 Apr 2011
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doi:10.1109/INFCOM.2011.5935047
2010
Assessing the Impact of Geographically Correlated Failures on Overlay-Based Data Dissemination
2010 IEEE Global Telecommunications Conference GLOBECOM 2010
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01 Dec 2010
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doi:10.1109/GLOCOM.2010.5685229
FaReCast: Fast, Reliable Application Layer Multicast for Flash Dissemination
Lecture Notes in Computer Science
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01 Jan 2010
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doi:10.1007/978-3-642-16955-7_9
2008
Time-Related Replication for P2P Storage System
Seventh International Conference on Networking (icn 2008)
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01 Apr 2008
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doi:10.1109/ICN.2008.27
2007
Reducing Replication Overhead for Data Durability in DHT Based P2P System
IEICE Transactions on Information and Systems
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01 Sep 2007
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doi:10.1093/ietisy/e90-d.9.1452
2003
Efficient and Scalable Client-Clustering for Proxy Cache
Lecture Notes in Computer Science
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01 Jan 2003
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doi:10.1007/978-3-540-45076-4_9