Artificial intelligence and security [electronic resource] : 7th International Conference, ICAIS 2021, Dublin, Ireland, July 19-23, 2021, Proceedings. Part I / Xingming Sun, Xiaorui Zhang, Zhihua Xia, Elisa Bertino (eds.).

2.1 Adversarial Learning Stability
2.2 Penalty Function Method
3 Generative Adversarial Networks
4 MPF-GANs
4.1 Multi-penalty Functions Method in GANs
4.2 Network Structure and Its Objective Functions
4.3 Training MPF-GANs
5 Experiments
5.1 Evaluation Metrics and Data Sets
5.2 Penalty Factor [delta] of MPF-GANs
5.3 Experiments of MPF-GANs
5.4 Experiments of Different GANs
6 Conclusion
References
Community Detection Model Based on Graph Representation and Self-supervised Learning
1 Introduction
2 Related Work
3 Model and Method
3.1 Preliminaries

Intro
Preface
Organization
Contents
Part I
Contents
Part II
Artificial Intelligence
Research on Spoofing Jamming of Integrated Navigation System on UAV
1 Introduction
2 Forwarding Spoofing Jamming
3 GPS/INS Integrated Navigation System Spoofing
3.1 GPS/INS Integrated Navigation
3.2 Spoofing Control of Integrated Navigation
4 Spoofing Trajectory Planning
4.1 Extension Line
4.2 Tangent Line
5 Simulation Analysis
6 Conclusion
References
Multi-penalty Functions GANs via Multi-task Learning
1 Introduction
2 Related Work

3.2 Models
3.3 Model Optimization
4 Experiments
4.1 Datasets
4.2 Baselines and Metrics for Comparison
4.3 Parameters Setting
4.4 Preliminary Study of DGC
4.5 Experimental Results
5 Conclusion
References
Efficient Distributed Stochastic Gradient Descent Through Gaussian Averaging
1 Introduction
2 Related Work
3 Distributed SGD with Guassian Distribution Averaging
3.1 Gradient Distribution
3.2 Details of GASGD
3.3 Convergence Analysis
4 Experiments and Results
4.1 Experiment Setup
4.2 Convergence Accuracy

4.3 Computation and Communication Complexity
5 Conclusion
References
Application Research of Improved Particle Swarm Optimization Algorithm Used on Job Shop Scheduling Problem
1 Introduction
2 Mathematical Model of Job Shop Scheduling Problem
3 Job Shop Scheduling Algorithm Based on Improved Particle Swarm Optimization
3.1 Encoding Operation
3.2 Particle Swarm Initialized
3.3 Improved Particle Swarm Algorithm
3.4 Decoding Operations
4 Process Steps of JSSP-SERPSO Algorithm
5 Experiments and Results Analysis
6 Conclusion
References

Artificial Intelligence Chronic Disease Management System Based on Medical Resource Perception
1 Introduction
2 Related Work
3 Artificial Intelligence Management System Based on Resource Cognition
3.1 System Architecture
3.2 Coordination of Medical Resources Based on Hierarchical Diagnosis and Classification Management
3.3 Big Data Analysis of NCDS Based on Multi-dimensional Data Fusion
3.4 NCDS Decision Support System Based on Clinical Pathway
3.5 NCDS Management Service Integration
4 Practice Result
5 Conclusion
References