Intelligence Computation and Applications 14th International Symposium, ISICA 2023, Guangzhou, China, November 18–19, 2023, Revised Selected Papers, Part I

This two-volume set, CCIS 2146 and CCIS 2147, constitutes the refereed proceedings of the 14th International Symposium on Intelligence Computation and Applications, ISICA 2023, held in Guangzhou, China, during November 18–19, 2023. 

The 82 full papers included in these proceedings were carefully reviewed and selected from 178 submissions. The papers presented in these two volumes are organized in the following topical sections:

Part I: Frontiers of evolutionary Intelligent Optimization Algorithms; Exploration of computer vision; Machine learning and its applications.

Part II:  Machine Learning and its applications; Big data analysis and Information security; Intelligent application of computer.

.- Frontiers of Evolutionary Intelligent Optimization Algorithms.

.- An Improved NSGA-II Algorithm with Markov Networks.

.- An Improved Particle Swarm Optimization Algorithm Combined With Bat Algorithm.

.- An Improved Whale Optimization Algorithm Combined With Bat Algorithm and Its Applications.

.- Fusion of Nonlinear Inertia Weight and Probability Mutation for Binary Particle Swarm Optimization Algorithm.

.- An Evolutionary Algorithm Based on Replication Analysis for Bi-Objective Feature Selection.

.- Improved Particle Swarm Algorithm Using Multiple Strategies.

.- A Reference Vector Guided Evolutionary Algorithm with Diversity and Convergence Enhancement Strategies for Many-objective Optimization.

.- Research on Mine Emergency Evacuation Scheme Based on Dynamic Multi-objective Evolutionary Algorithm.

.- An Adaptive Dynamic Parameter Multi-Objective Optimization Algorithm.

.- Adaptive Elimination Particle Swarm Optimization Algorithm for Logistics Scheduling.

.- A Modified Two Arch2 Based on Reference Points for Many- Objective Optimization.

.- Floorplanning of VLSI by Mixed-Variable Optimization.

.- A Multi-Population Hierarchical Differential Evolution for Feature Selection.

.- Research on State-Owned Assets Portfolio Investment Strategy Based on Improved Differential Evolution.

.- A Particle Swarm Optimization Algorithm with Dynamic Population Synergy.

.- Preference-Based Multi-Objective Optimization Algorithms Under The Union Mechanisms.

.- Auto-Enhanced Population Diversity with Two Options.

.- Exploration of Computer Vision.

.- Robot Global Relocation Algorithm Based on Deep Neural Network and 3D Point Cloud.

.- Safety Zone and Its Utilization in Collision Avoidance Control of Industrial Robot.

.- Entropy of Interval Type-2 Fuzzy Sets and Its Application in Image Segmentation.

.- An Improved Algorithm for Facial Image Restoration Based on GAN.

.- A Study of PyTorch-Based Algorithms for Handwritten Digitm Recognition.

.- A High-Quality Video Reconstruction Optimization System Based on Compressed Sensing.

.- Conv and Efficient Multi-Scale Attention Module for YOLOv5.

.- BRA-YOLO: Object Detection Algorithm with Bi-level Routing Attention for YOLOv5.

.- A Pest Detection Algorithm Based on Improved YOLO.

.- Improving Interactive Differential Evolution for Cartoon Face Image Combination.

.- Mask Reconstruction Augmentation and Attention Aggregation for Stereo Matching.

.- Machine Learning and Its Applications.

.- Construction of an Intelligent Salary Prediction Model and Analysis of BP Neural Network Applications.

.- Human Action Recognition Classification Based on 3D CNN Deep Learning.

.- A KNN Algorithm Based on Mixed Normalization Factors.

.- Modified Carnivorous Plant Algorithm Based on L´evy Flight for Enhancing the BP Model.

.- CR-IFSSL: Imbalanced Federated Semi-Supervised Learning with Class Rebalancing.

.- Kernel Fence GAN:Unsupervised Anomaly Detection Model Based on Kernel Function.

.- A News Recommendation Approach Based on the Fusion of Attention Mechanism and User’s Long and Short Term Preferences.

.- Research of the Three-dimensional Spatial Orientation for Non-Visible Area Based on RSSI.

.- Collaborative Filtering Recommendation Algorithm Based on Improved KMEANS.

.- Emotion Analysis of Weibo Based on Long Short-Term Memory Neural Network.

.- Human Flow Prediction Model Based on Graph Convolutional Recurrent Neural Network.