Ubi-Media Computing, Pervasive Systems, Algorithms and Networks

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 1923, 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

Inhalt

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.