
Advances in Artificial Intelligence, Big Data and Algorithms
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This book presents the proceedings of CAIBDA 2023, the 3rd International Conference on Artificial Intelligence, Big Data and Algorithms, held from 16 - 18 June 2023 as a hybrid conference in Zhengzhou, China. The conference provided a platform for some 200 participants to discuss the theoretical and computational aspects of research in artificial intelligence, big data and algorithms, reviewing the present status and future perspectives of the field. A total of 362 submissions were received for the conference, of which 148 were accepted following a thorough double-blind peer review. Topics covered at the conference included artificial intelligence tools and applications; intelligent estimation and classification; representation formats for multimedia big data; high-performance computing; and mathematical and computer modeling, among others.
The book provides a comprehensive overview of this fascinating field, exploring future scenarios and highlighting areas where new ideas have emerged over recent years. It will be of interest to all those whose work involves artificial intelligence, big data and algorithms.
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Content
- Intro
- Title Page
- Preface
- About the Conference
- Contents
- Part 1. Artificial Intelligence Application and Adaptive Control
- Effects of AI on Smart Agriculture: A Case Study of Digital Agriculture Base
- Image Retrieval-Based Product Identification for Automatic Checkout Systems
- Application of Lightweight Emotion Recognition Model in Intelligent Construction Site Monitoring
- Intelligent Association of CVE Vulnerabilities Based on Chain Reasoning
- Research on the Application of Smart Wearable in the Emotional Management of the Elderly
- Artificial Intelligence Technology in the Field of Broadcasting and Hosting
- Intelligent Inspection Method for Photovoltaic Modules Based on Image Processing and Deep Learning
- Leveraging AI Algorithms for Energy Efficiency: A Smart Energy System Perspective
- Application of AI Algorithms in Power System Load Forecasting Under the New Situation
- Research on the Intelligent Operation and Maintenance Control System of Power Distribution Network Based on Big Data Technology
- Research Progress of Intelligent Rail Transit Train Control System
- Automated Security Policy Feasibility Assessment
- Design and Implementation of Intelligent Potted Plant Management System Based on Internet of Things
- The Application Status and Development Trends of Intelligent Voice Recognition Systems in Museums
- Research on Application Automation Operations Based on Win32com
- The Research of the Relationship Between Artificial Intelligence and Human Brain
- Hazard Identification and Risk Assessment of Intelligent Robots Based on Virtual Reality
- A Method for Anti-Leakage in Car Insurance Based on the Co-Occurrence Relationship Between Auto Parts
- A Study of Resource Constrained Multi-Objective Scheduling Problem with Stochastic Duration of Activities
- The Application of VR Technology in Agricultural Cultural Restoration Projects
- Research on Path Planning of Improved RRT Algorithm Under Narrow Channel
- Research on Water Supply Pipe Leakage Diagnosis Algorithm
- Constrained K-Means Algorithm and Its Application in Distribution Center Location Problem
- Design of a Graduate Employment Intelligent Recommendation System Based on Data Analysis Algorithms
- Research on Path Planning of Railway Freight Car Bottom Inspection Robot Arm Based on Improved RRT
- Water Pollutant Classification Method Based on Multi-Class Support Vector Machine
- Teleoperation Formation Control of AUVs with State and Input Delays: A Board Learning-Based Solution
- A Fishing Detector with Attentional Mechanisms
- Design of Cylindrical Error Assessment Software Based on Genetic Algorithm
- Automatic Resource Scaling Management System on Electric Power Supercomputing Clouds
- Research on Displacement Monitoring of Hydraulic Structure with Machine Vision
- Study on the Demodulation of Artificial Intelligence Genetic Optimization Algorithm for Acoustic Telemetry While Drilling
- A Blockchain-Based Decentralized IoT Sensing as a Service Framework for Smart Supply Chain
- The Application of Artificial Intelligence in Geotechnical Investigation
- Development of Automatic Plasma Gas Chromatography with Oil-Gas Separation and Gas Enrichment Functions
- Research on Autonomous Robot Navigation Algorithm in Indoor Environment
- Part 2. Neural Network Modeling and System Monitoring
- Construction of Enterprise Financial Data Visualization Analysis System Based on Data Mining Technology
- Predictive Modeling and Analysis of Wordle Player Engagement: Insights and Recommendations for Future Operations
- Equipment Spare Parts Demand Forecasting and Ordering Decision Based on Holt and MPG
- Research on the Architecture of Radar Equipment Health Management System Based on Big Data
- Research of Privacy-Preserving in Federated Learning
- Research on WSN Node Localization and Identity Authentication System
- Financial Time Series Forecasting Algorithm Based on Recurrent Neural Network
- Based on Improved YOLOv7 Small Target Detection
- Robust Skeleton-Based Action Recognition Based on Multi-Stream Gradient Activation Graph Convolution Network
- Interactive Device of Digital Heritage Visualization Based on Metaverse
- Feature Selection of High Value Patents Based on Random Forest
- Research on Ship Fire Scenario Inference Based on Dynamic Bayesian Network
- Optimisation of Enterprise Management Platforms Based on Big Data Virtual Technology Algorithms
- Morphology and Transformer-Based YOLOv5 for Workpiece Surface Crack Detection
- Personalized Television Program Recommendation Based on Item-Based Collaborative Filtering
- Moving Object Detection and Tracking in Video Frame Based on OpenCV
- Company Bankruptcy Prediction with Machine Learning Techniques
- Design of Music Heritage Database System Based on Collaborative Filtering Algorithm
- Personalized Travel Recommendation System Based on Data Mining Technology
- Data Flow Risk Monitoring for Novel Power System Based on Bidirectional Interactive Protocol Traffic
- Design and Implementation of "Fighting and Dream" E-Sports Data Management System
- Application of BP Neural Network in the Prediction of Residents' Consumption Level
- Task Allocation Mechanism of UAV
- Research on Transaction Mechanism and Game Theory for Energy Management of Virtual Power Plants
- Neonatal Seizure Detection Combining Sparse Representation and Deep Learning
- A Novel Algorithm for Wireless Marine Internet of Things
- Improved Faster RCNN-Based Metal Particle Detection on the Inner Surface of GIS Equipment
- Research on Risk Evolution of Online Food Delivery Platforms Based on Fuzzy Cognitive Map
- A Vulnerability Threat Assessment Model Based on Bayesian Networks
- Quadruple Extraction of Aspect-Category-Emotion-Opinion Through Comparative Learning
- Research on Improved YOLOv7 Based Vehicle Speed and Traffic Flow Detection System
- Multi-Modal Sarcasm Detection via Cross-Modal Attention Mechanism
- Accurate Detection of Third-Party Library Version of IoT Firmware Based on GNN
- Multi-Scale Segmentation Attention-Based Residual Network for Fault Diagnosis of Rolling Bearings
- Design Logistics Management System Based on Computer Algorithm Model
- Research on Personalized Recommendation System of New Media Short Video Based on Big Data Mining
- Fraud Detection Based on Graph Neural Network
- Image Acquisition and Storage System of Binocular Camera Based on FPGA
- A Survey on Masked Face Recognition Amid the COVID-19 Pandemic
- Part 3. Intelligent Information Fusion and Language Programming
- Fine-Grained Classification of Wild Fungi Based on Attention Residual Mechanism
- Improved CBAM Rock Image Classification Based on Xception
- YOLO-UB Based Detection and Identification of Illegal Structures in the Ancient City
- Analysis and Prediction of Bank Customer Loyalty Based on XGBoost Algorithm
- Safety Situation Awareness Method for On-Site Safe Operation Based on Video and AI
- Design and Development of Regional Smart Pension Service Platform Based on Cloud Technology
- Dynamic Load Analysis Software Design of Vehicle Radar Structure
- Knowledge Graph-Based Approach to Unstructured Multi-Source Data Fusion
- Directional Feature Maps Learning for Interpretable Cardiac Image Segmentation
- SGC-GCN: Constructing Stronger Feature Fusion Ability Graph Convolution for Skeleton-Based Action Recognition
- Research on Segmentation of Intestinal Polyps Based on Improved Transformer and FCN
- Facial Expression Recognition in Classroom Environment Based on Attention Mechanism
- Semantic Segmentation of Remote Sensing Images Based on Swin Transformer
- A New Remote Reading Method for Alarm Information Suitable for Power Automation System
- Secure Startup Scheme for Asymmetric Embedded Software Based on Multiple Cores
- The Whole Project Delivery (IPD) Model Is Applied in the Teaching Building of MN College
- Short-Term Sequential Pattern for Temporal Knowledge Graph Reasoning
- A Multi-Body Structure Optimization and Fully Coupled Hydrodynamic Simulation Method for Marine Semi-Submersible Equipment
- Evaluation and Research on Cut Stem Uniformity Based on Principal Component Analysis
- User Behavior Analysis Based on Big Data and Artificial Intelligence
- Study on Carbon Emissions from Land Cover Change and Its Decoupling Pattern with Economic Development in Henan Province Based on Multi-Source Data (1990-2020)
- An End-To-End Fault Diagnosis Method for Emulsion Pump with Class-Imbalance
- Solution and Decision of Multi-Objective Integrated Process Planning and Scheduling Problem
- Different Embedding Frameworks of Reversible Information Hiding in Encrypted Domain
- Vehicle Target Detection Based on LIDAR and Camera Information Fusion
- A Recommendation Model Fusing Knowledge Graph Convolutional Networks and Social Relationships
- A Multi-Dimensional Text Sentiment Analysis Method Based on Joint Network
- Target Detection of Hyperspectral Images
- Research on Student Classroom Attention Detection Based on Multi-Feature Fusion
- Design and Implementation of Speech Signal Feature Extraction Algorithm Based on MATLAB
- Linear Regression Predicts Future Sales and Selling Prices
- Research on the Construction Method of Historical Heritage Knowledge Map Based on Deep Learning
- A Joint Extraction Method of Entity Relationship in Tourism Domain Based on Multi-Dimensional Features and Mixed Time Series
- Applications of Diffusion Model Image Restoration in the Field of Heritage Restoration: Overview and Outlook
- Tracking and Positioning of Operation and Maintenance Personnel in Distribution Substations and 3D Reconstruction of Their Joint Points Based on Multiple-View Stereo
- Design of Oil Field Data Fusion Integration Platform
- The Broad Category Asset Investment Forecast Solutions Based on LSTM Algorithm and Macroeconomic Development
- Part 4. Big Data Algorithm and High Performance Computing
- Particle Swarm Optimization Algorithm Based on Levy Flight
- Research on E-Commerce Purchase Prediction Model Based on Machine Learning
- A Study of Data Governance Methods Based on Non-Linear Evaluation of K-Domains
- The Research on Aspect-Level Sentiment Analysis for Online Reviews Based on BERT-BiLSTM Model
- Optimal Allocation of Resources for Innovation and Entrepreneurship Education in Universities Based on PSO Algorithm
- Research on the Key Application of Computer Biometric Technology in Power Self-Service Terminal
- Research on the Application of Domestic Autonomous Cryptography Algorithms in the Field of Ecological Environment Information Security
- Research on the Application of Marine Multi-Modal Big Data in Maritime Law Enforcement
- Research on Precision Teaching Management Methods in Universities in the Era of Big Data Based on Entropy Weight Method
- Min-Leader Optimal Scheduling Algorithm in Kubernetes Clusters
- Optimisation of New Media Diplomacy Based on Big Data Algorithms
- Research on Design of Digital Display Platform Based on Cloud Computing
- Modeling the Pork Price Cycle in China Based on the Age Structure of Hogs
- Application of Hybrid Particle Swarm Optimization Algorithm Based on Entropy in Flexible Job Shop Scheduling
- A Novel Heuristics for the Strong Generalized Minimum Label Spanning Tree Problem
- Fast Algorithm of Brightness and Contrast Enhancement Based on HSV
- Imbalanced Fault Diagnosis Method for Fan Bearing Based on Generative Model
- An Improved Coati Optimization Algorithm Based on Multi-Strategy
- Research on Safety Assessment of Urban Rail Transit Station Simulation Operation Based on Multi-Source Data
- A Comparative Study of Machine Learning Interpretability Methods in Computer Vision
- Building Funding-Standardized Research Algorithms Based on Big Data Analysis
- Composition Analysis and Identification Model of Ancient Glass Products
- Building a Revenue Prediction Model Based on Machine Learning Tuning Methods
- Research on Key Technologies of Big Data Analysis
- Key Technologies of Talent Portrait Based on Big Data Analysis
- Talent Evaluation System Based on Network Big Data Technology
- Research on Digitization of Cultural Relics Based on Nondestructive Testing and Quantum Computer
- Target Tracking Algorithm Based on Hybrid Attention Unification Framework
- Quantitative Research on the Impact of Social Media on the Securities Market Based on Big Data
- Research on Product Sales Forecasting Model Based on Machine Learning
- A Conflict Early Warning Platform Based on Multidimensional Personnel Relationships and Event Association Model
- Comparative Study of Algorithms Used in Water Pollution Prevention and Control
- Optimized Real-Time Object Detection and Tracking Using a Refined YOLOV4 Algorithm
- A Survey on Data Pricing: Methods, Challenges, and Prospects
- Improved TF-IDF-Based LDA Topic Clustering Model for Specific Commodity Contexts and Different Sentiment Tendencies
- An Improved Collaborative Filtering Recommendation Algorithm Based on Clustering Optimization and Interest Migration
- Subject Index
- Author Index
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