| Description |
1 online resource (774 pages) |
| Series |
Lecture notes in computer science ; 12736 |
|
LNCS sublibrary, SL 3, Information systems and applications, incl. internet/web, and HCI |
|
Lecture notes in computer science ; 12736.
|
|
LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
|
| Contents |
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 |
| Summary |
This two-volume set of LNCS 12736-12737 constitutes the refereed proceedings of the 7th International Conference on Artificial Intelligence and Security, ICAIS 2021, which was held in Dublin, Ireland, in July 2021. The conference was formerly called International Conference on Cloud Computing and Security with the acronym ICCCS. The total of 93 full papers and 29 short papers presented in this two-volume proceedings was carefully reviewed and selected from 1013 submissions. Overall, a total of 224 full and 81 short papers were accepted for ICAIS 2021; the other accepted papers are presented in CCIS 1422-1424. The papers were organized in topical sections as follows: Part I: Artificial intelligence; and big data Part II: Big data; cloud computing and security; encryption and cybersecurity; information hiding; IoT security; and multimedia forensics |
| Notes |
Research on Deep Learning Denoising Method in an Ultra-Fast All-Optical Solid-State Framing Camera |
|
Includes author index |
|
Print version record |
| Subject |
Artificial intelligence -- Congresses
|
|
Computer security -- Congresses
|
|
Cloud computing -- Security measures -- Congresses
|
|
Artificial intelligence
|
|
Computer security
|
| Genre/Form |
proceedings (reports)
|
|
Conference papers and proceedings
|
|
Conference papers and proceedings.
|
|
Actes de congrès.
|
| Form |
Electronic book
|
| Author |
Sun, Xingming
|
|
Zhang, Xiaorui
|
|
Xia, Zhihua
|
|
Bertino, Elisa
|
| ISBN |
9783030786090 |
|
3030786099 |
|
