With the evolution of various modern soft computing technologies, massive amounts of data are being constantly generated and collected around us. We are in the midst of what is popularly called 'the information revolution' and live in a so-called world of knowledge. Big data is used in several research areas related to the educational environment. Extracting knowledge and building models with big data is challenging. Researchers and practitioners are exploring the future of big data to extract more benefits from educational datasets.
Significant progress has been made in the development of cognitive/artificial intelligence systems to handle educational big datasets. These systems, which go beyond simple algorithms, have the potential to significantly improve decision-making in the educational field, providing more precise, faster, and more effective solutions. Improving the efficiency, effectiveness, and usability of educational systems, as well as addressing the challenges associated with designing, developing, and deploying new applications, presents several challenges.
Therefore, this Methods Collection is designed to showcase the recent advances in expert systems within engineering education. It aims to tackle the challenges associated with creating systems for diverse practical applications by introducing new algorithms and proposing innovative applications for future educational development.
Potential topics include but are not limited to the following:
Graph Neural Network-based Knowledge Graph Representation Learning for Asian Low-resource languages
Kai Deng1,
Jianhong Wan2,
Shuo Wang1,
Tarhouni Mohamed Najib*1
1Jiangxi Tellhow Animation Vocational College,
2 Jiangxi Tellhow Animation Vocational College
Design and development of an AI-based mobile system for Mexican Sign Language recognition.
Angeles Quezada *1,
Bogart Yail Marquez Lobato2,
Jose Sergio Magdaleno Palencia1,
Arnulfo Alanis Garza2
1Instituto Tecnológico de Tijuana,
2Instituto Tecnologico de Tijuana
Research on abnormal health data detection and management of community smart elderly care and medical Internet of Things based on graph neural network
Yanghao Ye1,
Qing Wang*2
1Wuhan University of Technology,
2Changsha University of Science & Technology
Application Research of Mathematical Model Based on Multi-objective Rolling Time Domain Optimization in Data Anomaly Detection
Yanguang Li*1
1Inner Mongolia Technical College of Construction
Research on Multi-objective Scheduling Optimization of Power System Based on Hybrid Model of Genetic Algorithm and Particle Swarm Optimization
Xia Zhao*1
1Zheng Zhou Technical College
Research on Real-Time Management and Optimization of Intelligent Art Installations Using IoT 6G Slice Sensing Technology
Hanqing Si1,
Nanjuan Ding*1,
Mei Yang1,
Ming Liu2
1Polus International College,
2Kunsan National University
Research on the Characteristics of Artificial Intelligence Reasoning Error Correction and Model Hallucination Suppression Based on Knowledge Graph
Biyi Jiang*1,
Ping Yu1,
Xidong Fu1,
Jianfeng Lu1,
Zhengbo Song1
1Nanjing University of Science & Technology
Research on Education System Construction and Anomaly Data Detection Based on Optimization Sequential Minimum Optimization Algorithm
Xiangen Zeng*1,
Chunlin Li2
1The first Vocational Technical school of Shenzhen,
2Guangdong Normal University of Technology
Research on Abnormal Transaction Detection in Art Market Based on Machine Learning and Big Data Analysis
Yanghui Wu*1,
Rui Yin2
1Zhejiang Linkheer Technology Co., Ltd,
2Zhejiang Technical Institute of Economics
Research on Construction and Optimization of Physical Education Situation Awareness Model Based on 6G Network Resources
Ran Yin*1
1Hefei Normal University
Research on data anomaly detection algorithm of blockchain-based financial data sharing platform
Haoran Zheng*1
1Overseas Chinese College of Capital University of Economics and Business
Design of physical education game model MEMS-based data acquisition technology
Yeni Wang1,
Huiling Zheng*2
1Xiamen Institute of Technology,
2Ji Mei Qu Xin Yuan Xiao Xue
Research on Construction and Optimization of Emergency Decision Support System for Supply Chain Emergencies under 6G Technology
Yongqiang Shang*1
1Wuhan University of Technology School of Management
Research on Intelligent Teaching Environment Behavior Analysis System Integrating IoT Perception and Edge Computing
Fengliang Zuo*1,
Qi Zan*2
1Shenyang university,
2Liaoning Normal University
Research on Anomaly Detection of Music Dataset Based on Optimization Sequential Minimum Optimization Algorithm
Ying Jiao*1
1Xinxiang Vocational and Technical College, Normal College
Network Slicing-Based Game Design for Innovation and Entrepreneurship Education in College Students
Shiqi Shen1,
Haoze Wu2,
Guoqi Lin*3,
Lei Wu3
1Zhejiang Agricultural Business College,
2Wenzhou-Kean University,
3Shaoxing University
Modeling of English Language Generalization Ability under Complex System Theory: A Lightweight Text Classification Framework Based on Deep Learning
Zhifeng Guo*1
1School of Engineering, Jilin Business and Technology College, Changchun, 130507, China
Designing Educational Games to Enhance Adaptive Debugging in College Software Engineering Programs for Promoting Sound Code Development
Angeles Quezada*1
1Instituto Tecnológico de Tijuana