Ubi-Media Computing, Pervasive Systems, Algorithms and Networks
Description
This 2-volume set constitutes the refereed proceedings of the 17th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2025 and 13th International Conference on Ubi-Media Computing, Ubi-Media 2025 held in Bangkok, Thailand, in January 19-23, 2025.
The 36 full papers and 16 short papers presented in this book were carefully reviewed and selected from 95 submissions. They are categorized into the following topical sections:
Part 1: Edge Computing and IoT Application, Optimization and Deep Learning Application, System and Network Application, Cybersecurity Technique and Application, Machine Learning on Multimedia and Applications
Part 2: Prediction Methods and Application, Data Processing and Detection Methods, Edge Computing and IoT Application, Multimedia Networks, System and Applications, Machine Learning on Intelligent Application Systems
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Content
Edge Computing and IoT Application:
The Routing Exploration of Multiple k-hop-limited C-V2V Paths for Small Cell Data Offloading using the Maximum Flow Concept.- Enhancing ITS with Agile Optimization for Dynamic Ride-Sharing Mobility.- Serverless Computing at the Edge: Evaluating Execution Models and Latency Performance.- The Performance study of Using EnCoCo-RED on Observing Resource with Block-Wise Transfer.- An Intelligent System for Zipper Defect Detection.-
Optimization and Deep Learning Application:
Exploring Bio-inspired Optimization for Hyperparameter Tuning in Deep Learning Image Classification.- Optimizing the Utilization of Cargo Containers by Hybrid Artificial.- Melodic Skeleton Generation using Simulated Annealing.- Enhancing Adversarial Attacks with Vector Quantization.- Optimizing Reasoning Engines using TF-IDF Vectorization Approach for Enhanced Toxicity Classification.-
System and Network Application:
On Pancyclicity and Cycle Embeddings in a Torus-Connected Cycles Network.- Design and Implementation of Cloud-Native Telco Application Service Based on Cloud-Fog Computing.- Local Diagnosis for Unidirectional Star Graph under Comparison Model.- A Stochastic Edge-fault-tolerant Routing Algorithm in Torus Networks.-
Cybersecurity Technique and Application:
Novel Malware Similarity Analysis: Regional Longest Common Substring Algorithm with Elastic Suffix Tree.- Big Data-Driven Phishing Detection in Smart Devices Using Chi-Square and Optimized Gradient Boosting.- An Accurate and Robust Deep Learning-Based Stacked Generalization Method for Android Malware Detection.- A Study on Feature Selection Optimization for Cheating Detection in Cybersecurity Practical Exercises.-
Machine Learning on Multimedia and Applications:
A lightweight neural network search method suitable for heterogeneous computing environments.- Word Embedding Bias in Large Language Models.- Evaluating design strategies for AI virtual teaching assistants and immersive learning scaffolding in programmed teaching games.- Design and Implementation of a GenAI-based Music Creation System.- Extract senior high school transcripts by integrating OCR and Yolo8.- YNote: A Novel Music Notation for Fine-Tuning LLMs in Music Generation.