AIxIA 2022 - Advances in Artificial Intelligence: XXIst International Conference of the Italian Association for Artificial Intelligence, AIxIA 2022, Udine, Italy, November 28 - December 2, 2022, Proceedings

This book presents the refereed proceedings of the AIxIA 2022 Conference, including 33 full papers and 1 invited paper on various AI topics, organized in topical sections.

Format: Paperback / softback
Length: 502 pages
Publication date: 11 March 2023
Publisher: Springer International Publishing AG

The book is a compilation of the refereed proceedings of the XXIst International Conference of the Italian Association for Artificial Intelligence on AIxIA 2022 – Advances in Artificial Intelligence, which took place in Udine, Italy, from November 28 to December 2, 2022. This volume features 33 full papers and 1 invited paper, carefully reviewed and selected from a total of 54 submissions. The papers were organized into topical sections, including Hybrid Approaches, Graphs and Networks, Multiagent Systems, Automated Planning and Scheduling, AI Applications, Miscellany, Natural Language Processing, and a Keynote talk.

The conference aimed to bring together researchers, practitioners, and enthusiasts from around the world to discuss the latest advancements in artificial intelligence and its applications. The participants presented their research findings, shared their experiences, and engaged in lively discussions, fostering a collaborative environment for the advancement of AI technology.

The book serves as a valuable resource for researchers, students, and professionals in the field of artificial intelligence. It provides a comprehensive overview of the latest research trends, techniques, and applications, covering a wide range of AI domains. The contributions from the authors represent the state-of-the-art in AI research and offer insights into the future of this rapidly evolving field.

The conference organizers would like to express their gratitude to all the participants, speakers, and reviewers for their contributions to the success of the conference. They also extend their thanks to the sponsors and supporters for their assistance in making this event possible.

We hope that this book will inspire further research and development in the field of artificial intelligence and contribute to its continued growth and impact.

Introduction:
The XXIst International Conference of the Italian Association for Artificial Intelligence on AIxIA 2022 – Advances in Artificial Intelligence was held in Udine, Italy, during November 28–December 2, 2022. The conference aimed to bring together researchers, practitioners, and enthusiasts from around the world to discuss the latest advancements in artificial intelligence and its applications. The event featured a wide range of presentations, including keynote talks, research papers, and panel discussions, covering various AI domains such as machine learning, natural language processing, robotics, and autonomous systems.

Review Process:
The conference received a total of 54 submissions, which were carefully reviewed by a panel of experts in the field. The review process involved a double-blind review process, where the identities of both the authors and reviewers were concealed. The reviewers assessed the quality, originality, and relevance of the submissions based on several criteria, including the research methodology, theoretical framework, and practical implications. Only the top-tier submissions were accepted for presentation at the conference.

Paper Selection:
The 33 full papers and 1 invited paper presented in this volume were carefully selected from the 54 submissions. The papers were organized into topical sections, including Hybrid Approaches, Graphs and Networks, Multiagent Systems, Automated Planning and Scheduling, AI Applications, Miscellany, Natural Language Processing, and Keynote talk. Each section featured a mix of theoretical and practical papers, providing a comprehensive overview of the current state-of-the-art in AI research.

Hybrid Approaches:
The Hybrid Approaches section included papers that explored the integration of different AI techniques and methodologies to solve complex problems. The papers discussed the use of hybrid algorithms, such as reinforcement learning and deep learning, to improve the performance of AI systems. The section also covered the use of hybrid models, such as decision trees and neural networks, to enhance the accuracy and reliability of AI predictions.

Graphs and Networks:
The Graphs and Networks section focused on the analysis and manipulation of graph data and networks. The papers discussed the use of graph neural networks, graph optimization algorithms, and graph mining techniques to extract valuable insights from complex graph structures. The section also covered the use of graph-based machine learning algorithms, such as graph convolutional networks, to process and analyze large-scale graph datasets.

Multiagent Systems:
The Multiagent Systems section explored the design and implementation of intelligent agents that can interact and cooperate with each other in complex environments. The papers discussed the use of multiagent systems in areas such as autonomous vehicles, healthcare, and logistics. The section also covered the use of agent-based simulations to model and analyze complex systems and the development of agent-based decision-making algorithms to optimize agent behavior.

Automated Planning and Scheduling:
The Automated Planning and Scheduling section covered the development of algorithms and systems for automated planning and scheduling. The papers discussed the use of optimization algorithms, such as linear programming and dynamic programming, to solve complex planning and scheduling problems. The section also covered the use of machine learning algorithms, such as deep learning and reinforcement learning, to improve the performance of automated planning and scheduling systems.

AI Applications:
The AI Applications section showcased the use of artificial intelligence in various real-world applications. The papers discussed the use of AI in healthcare, finance, transportation, and other industries. The section also covered the use of AI-powered tools and technologies to improve efficiency, productivity, and customer experience.

Miscellany:
The Miscellany section included papers that explored innovative and interdisciplinary approaches to AI research. The papers discussed the use of AI in artistic expression, social media analysis, and environmental monitoring. The section also covered the use of AI in education and training, as well as the ethical and societal implications of AI development.

Natural Language Processing:
The Natural Language Processing section covered the development of algorithms and systems for natural language processing. The papers discussed the use of deep learning algorithms, such as recurrent neural networks and transformer-based models, to improve the performance of natural language understanding and generation. The section also covered the use of natural language processing techniques to analyze and understand human speech and text.

Keynote Talk:
The Keynote Talk section featured a presentation by a prominent researcher in the field of artificial intelligence. The talk covered the latest research trends and developments in AI, as well as the potential applications and implications of AI in various industries.

Conclusion:
The XXIst International Conference of the Italian Association for Artificial Intelligence on AIxIA 2022 – Advances in Artificial Intelligence was a successful event that brought together researchers, practitioners, and enthusiasts from around the world to discuss the latest advancements in artificial intelligence and its applications. The conference featured a wide range of presentations and discussions, covering a diverse range of AI domains. The book serves as a valuable resource for researchers, students, and professionals in the field of artificial intelligence, providing a comprehensive overview of the latest research trends, techniques, and applications.

Weight: 783g
Dimension: 235 x 155 (mm)
ISBN-13: 9783031271809
Edition number: 1st ed. 2023