Responsible Graph Neural Networks
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Responsible Graph Neural Networks
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Author : Mohamed Abdel-Basset
language : en
Publisher: CRC Press
Release Date : 2023-06-05
Responsible Graph Neural Networks written by Mohamed Abdel-Basset and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-05 with Computers categories.
More frequent and complex cyber threats require robust, automated, and rapid responses from cyber-security specialists. This book offers a complete study in the area of graph learning in cyber, emphasizing graph neural networks (GNNs) and their cyber-security applications. Three parts examine the basics, methods and practices, and advanced topics. The first part presents a grounding in graph data structures and graph embedding and gives a taxonomic view of GNNs and cyber-security applications. The second part explains three different categories of graph learning, including deterministic, generative, and reinforcement learning and how they can be used for developing cyber defense models. The discussion of each category covers the applicability of simple and complex graphs, scalability, representative algorithms, and technical details. Undergraduate students, graduate students, researchers, cyber analysts, and AI engineers looking to understand practical deep learning methods will find this book an invaluable resource.
Digital Healthcare Digital Transformation And Citizen Empowerment In Asia Pacific And Europe For A Healthier Society
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Author : Patricia Ordonez de Pablos
language : en
Publisher: Elsevier
Release Date : 2025-01-09
Digital Healthcare Digital Transformation And Citizen Empowerment In Asia Pacific And Europe For A Healthier Society written by Patricia Ordonez de Pablos and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-09 with Science categories.
Digital Healthcare, Digital Transformation and Citizen Empowerment in Asia-Pacific and Europe for a Healthier Society explores the potential of advanced IT in healthcare. This book shares insights on leveraging IT tools to address global disruptions like the pandemic, offering case studies from various regions, innovative topics in digital healthcare, lessons from the COVID-19 pandemic, and recommendations for policymakers worldwide. This title is a valuable resource for researchers, clinicians, CEOs, and policymakers seeking to learn from both failures and successes and harness the potential of advanced information technologies to enhance healthcare systems and services. - Shows the urgent need to understand the potential of advanced IT for the healthcare sector - Gives insight into the successes and failures during pandemics - Exploits the potential of AI, big data, and knowledge management to provide better healthcare services and more digital inclusion of citizen - Includes study cases in the field of IT and digital health during the pandemic and analyses lessons learned
Graph Neural Networks Foundations Frontiers And Applications
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Author : Lingfei Wu
language : en
Publisher: Springer Nature
Release Date : 2022-01-03
Graph Neural Networks Foundations Frontiers And Applications written by Lingfei Wu and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-03 with Computers categories.
Deep Learning models are at the core of artificial intelligence research today. It is well known that deep learning techniques are disruptive for Euclidean data, such as images or sequence data, and not immediately applicable to graph-structured data such as text. This gap has driven a wave of research for deep learning on graphs, including graph representation learning, graph generation, and graph classification. The new neural network architectures on graph-structured data (graph neural networks, GNNs in short) have performed remarkably on these tasks, demonstrated by applications in social networks, bioinformatics, and medical informatics. Despite these successes, GNNs still face many challenges ranging from the foundational methodologies to the theoretical understandings of the power of the graph representation learning. This book provides a comprehensive introduction of GNNs. It first discusses the goals of graph representation learning and then reviews the history, current developments, and future directions of GNNs. The second part presents and reviews fundamental methods and theories concerning GNNs while the third part describes various frontiers that are built on the GNNs. The book concludes with an overview of recent developments in a number of applications using GNNs. This book is suitable for a wide audience including undergraduate and graduate students, postdoctoral researchers, professors and lecturers, as well as industrial and government practitioners who are new to this area or who already have some basic background but want to learn more about advanced and promising techniques and applications.
Concepts And Techniques Of Graph Neural Networks
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Author : Kumar, Vinod
language : en
Publisher: IGI Global
Release Date : 2023-05-22
Concepts And Techniques Of Graph Neural Networks written by Kumar, Vinod and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-22 with Computers categories.
Recent advancements in graph neural networks have expanded their capacities and expressive power. Furthermore, practical applications have begun to emerge in a variety of fields including recommendation systems, fake news detection, traffic prediction, molecular structure in chemistry, antibacterial discovery physics simulations, and more. As a result, a boom of research at the juncture of graph theory and deep learning has revolutionized many areas of research. However, while graph neural networks have drawn a lot of attention, they still face many challenges when it comes to applying them to other domains, from a conceptual understanding of methodologies to scalability and interpretability in a real system. Concepts and Techniques of Graph Neural Networks provides a stepwise discussion, an exhaustive literature review, detailed analysis and discussion, rigorous experimentation results, and application-oriented approaches that are demonstrated with respect to applications of graph neural networks. The book also develops the understanding of concepts and techniques of graph neural networks and establishes the familiarity of different real applications in various domains for graph neural networks. Covering key topics such as graph data, social networks, deep learning, and graph clustering, this premier reference source is ideal for industry professionals, researchers, scholars, academicians, practitioners, instructors, and students.
Biologically Inspired Cognitive Architectures 2018
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Author : Alexei V. Samsonovich
language : en
Publisher: Springer
Release Date : 2018-08-23
Biologically Inspired Cognitive Architectures 2018 written by Alexei V. Samsonovich and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-23 with Technology & Engineering categories.
The book focuses on original approaches intended to support the development of biologically inspired cognitive architectures. It bridges together different disciplines, from classical artificial intelligence to linguistics, from neuro- and social sciences to design and creativity, among others. The chapters, based on contributions presented at the Ninth Annual Meeting of the BICA Society, held in on August 23-24, 2018, in Prague, Czech Republic, discuss emerging methods, theories and ideas towards the realization of general-purpose humanlike artificial intelligence or fostering a better understanding of the ways the human mind works. All in all, the book provides engineers, mathematicians, psychologists, computer scientists and other experts with a timely snapshot of recent research and a source of inspiration for future developments in the broadly intended areas of artificial intelligence and biological inspiration.
Proceedings Of 4th 2024 International Conference On Autonomous Unmanned Systems 4th Icaus 2024
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Author : Lianqing Liu
language : en
Publisher: Springer Nature
Release Date : 2025-03-27
Proceedings Of 4th 2024 International Conference On Autonomous Unmanned Systems 4th Icaus 2024 written by Lianqing Liu and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-27 with Technology & Engineering categories.
This book includes original, peer-reviewed research papers from the 4th ICAUS 2024, which provides a unique and engaging platform for scientists, engineers and practitioners from all over the world to present and share their most recent research results and innovative ideas. The 4th ICAUS 2024 aims to stimulate researchers working in areas relevant to intelligent unmanned systems. Topics covered include but are not limited to: Unmanned Aerial/Ground/Surface/Underwater Systems, Robotic, Autonomous Control/Navigation and Positioning/ Architecture, Energy and Task Planning and Effectiveness Evaluation Technologies, Artificial Intelligence Algorithm/Bionic Technology and their Application in Unmanned Systems. The papers presented here share the latest findings in unmanned systems, robotics, automation, intelligent systems, control systems, integrated networks, modelling and simulation. This makes the book a valuable resource for researchers, engineers and students alike.
Transforming Corporate Social Responsibility And Business Ethics With Ai
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Author : Sposato, Martin
language : en
Publisher: IGI Global
Release Date : 2025-04-08
Transforming Corporate Social Responsibility And Business Ethics With Ai written by Sposato, Martin and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-08 with Computers categories.
AI technologies enable businesses to analyze data, track environmental and social outcomes, and optimize processes to ensure alignment with ethical standards and corporate social responsibility (CSR) goals. Through AI-driven tools, companies can improve transparency, enhance accountability, and identify areas for improvement in their supply chains, labor practices, and environmental impact. It can help organizations predict and mitigate risks related to social responsibility, ensuring well-informed decisions. Integrating AI into CSR and business ethics strategies may position businesses to contribute to societal well-being while maintaining long-term profitability and reputation. Transforming Corporate Social Responsibility and Business Ethics With AI explores the impact of AI across various academic disciplines, highlighting the transformative potential of AI and the critical need for cross-disciplinary collaboration. It provides insights into the current state of AI integration, future possibilities, and ethical considerations. This book covers topics such as ethics and law, management science, and smart cities, and is a useful resource for business owners, government officials, policymakers, sociologists, academicians, and researchers.
Machine Learning And Knowledge Extraction
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Author : Andreas Holzinger
language : en
Publisher: Springer Nature
Release Date : 2023-08-21
Machine Learning And Knowledge Extraction written by Andreas Holzinger and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-21 with Computers categories.
This volume LNCS-IFIP constitutes the refereed proceedings of the 7th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2023 in Benevento, Italy, during August 28 – September 1, 2023. The 18 full papers presented together were carefully reviewed and selected from 30 submissions. The conference focuses on integrative machine learning approach, considering the importance of data science and visualization for the algorithmic pipeline with a strong emphasis on privacy, data protection, safety and security.
International Journal Of Computers Applications
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Author :
language : en
Publisher:
Release Date : 1997
International Journal Of Computers Applications written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Computer networks categories.
Advanced Intelligent Computing Technology And Applications
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Author : De-Shuang Huang
language : en
Publisher: Springer Nature
Release Date : 2025-07-23
Advanced Intelligent Computing Technology And Applications written by De-Shuang Huang and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-23 with Computers categories.
This 20-volume set LNCS 15842-15861 constitutes - in conjunction with the 4-volume set LNAI 15862-15865 and the 4-volume set LNBI 15866-15869 - the refereed proceedings of the 21st International Conference on Intelligent Computing, ICIC 2025, held in Ningbo, China, during July 26-29, 2025. The total of 1206 regular papers were carefully reviewed and selected from 4032 submissions. This year, the conference concentrated mainly on the theories and methodologies as well as the emerging applications of intelligent computing. Its aim was to unify the picture of contemporary intelligent computing techniques as an integral concept that highlights the trends in advanced computational intelligence and bridges theoretical research with applications. Therefore, the theme for this conference was "Advanced Intelligent Computing Technology and Applications".