Proceedings Of The Twenty Sixth International Conference On Automated Planning And Scheduling

Author : Amanda Coles,Stefan Edelkamp,Daniele Magazzeni
Publisher : Unknown
Page : 564 pages
File Size : 43,7 Mb
Release : 2016-10-08
Category : Computers
ISBN : 1577357574

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Proceedings of the Twenty-Sixth International Conference on Automated Planning and Scheduling by Amanda Coles,Stefan Edelkamp,Daniele Magazzeni Pdf

The annual ICAPS conference series was formed in 2003 through the merger of the International Conference on Artificial Intelligence Planning and Scheduling and the European Conference on Planning. ICAPS continues the traditional high standards of AIPS and ECP as an archival forum for new research in the field of automated planning and scheduling. The 64 papers included in this volume were selected from a record 187 submissions, including submissions to special tracks in Robotics and Novel Applications. To review the papers, three international program committees were formed -- one for the main conference track, and one for each of the special tracks -- ensuring reviewers had relevant experience and applied relevant criteria to the papers submitted. The result is a broad range of papers representing the latest advances in the eld of automated planning and scheduling. Thee range of topics covered includes: search and constraint reasoning in planning and scheduling; probabilistic planning models and algorithms; integrated frameworks for planning, scheduling and execution; the use of learning methods; multiagent planning and scheduling; planning and scheduling for singleand multi-robot scenarios; and others, including the application of planning techniques to novel real-world problems.

Author : Jeremy Frank,Stephen F. Smith
Publisher : Unknown
Page : 620 pages
File Size : 40,9 Mb
Release : 2017-06-15
Category : Computers
ISBN : 1577357892

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Proceedings of the Twenty-Seventh International Conference on Automated Planning and Scheduling by Jeremy Frank,Stephen F. Smith Pdf

The papers included in this volume are those selected for presentation at ICAPS 2017 and represent the latest advances in the field of automated planning and scheduling.

Author : Fahiem Bacchus,Carmel Domshlak,Stefan Edelkamp,Malte Helmert
Publisher : Unknown
Page : 360 pages
File Size : 44,5 Mb
Release : 2011-06-16
Category : Electronic
ISBN : 1577355032

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Proceedings of the Twenty-First International Conference on Automated Planning and Scheduling (ICAPS-11) by Fahiem Bacchus,Carmel Domshlak,Stefan Edelkamp,Malte Helmert Pdf

Author : Ronen Brafman,Carmel Domshlak,Patrik Haslum
Publisher : AAAI Press
Page : 394 pages
File Size : 42,5 Mb
Release : 2015-07-08
Category : Computers
ISBN : 1577357310

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Proceedings of the Twenty-Fifth International Conference on Automated Planning and Scheduling by Ronen Brafman,Carmel Domshlak,Patrik Haslum Pdf

The annual ICAPS conference series was formed in 2003 through the merger of two preexisting biennial conferences, the International Conference on Artificial Intelligence Planning and Scheduling (AIPS) and the European Conference on Planning (ECP). ICAPS continues the traditional high standards of AIPS and ECP as an archival forum for new research in the field of automated planning and scheduling.

Author : Floriana Esposito,Roberto Basili,Stefano Ferilli,Francesca A. Lisi
Publisher : Springer
Page : 514 pages
File Size : 55,9 Mb
Release : 2017-11-03
Category : Computers
ISBN : 9783319701691

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AI*IA 2017 Advances in Artificial Intelligence by Floriana Esposito,Roberto Basili,Stefano Ferilli,Francesca A. Lisi Pdf

This book constitutes the refereed proceedings of the 16th International Conference of the Italian Association for Artificial Intelligence, AI*IA 2017, held in Bari, Italy, in November 2017. The 37 full papers presented were carefully reviewed and selected from 91 submissions. The papers are organized in topical sections on applications of AI; natural language processing; knowledge representation and reasoning; knowledge engineering, ontologies and the semantic web; machinelearning; philosophical foundations, metacognitive modeling and ethics; and planning and scheduling.

Author : Mauro Vallati,Diane Kitchin
Publisher : Springer Nature
Page : 277 pages
File Size : 55,6 Mb
Release : 2020-03-25
Category : Computers
ISBN : 9783030385613

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Knowledge Engineering Tools and Techniques for AI Planning by Mauro Vallati,Diane Kitchin Pdf

This book presents a comprehensive review for Knowledge Engineering tools and techniques that can be used in Artificial Intelligence Planning and Scheduling. KE tools can be used to aid in the acquisition of knowledge and in the construction of domain models, which this book will illustrate. AI planning engines require a domain model which captures knowledge about how a particular domain works - e.g. the objects it contains and the available actions that can be used. However, encoding a planning domain model is not a straightforward task - a domain expert may be needed for their insight into the domain but this information must then be encoded in a suitable representation language. The development of such domain models is both time-consuming and error-prone. Due to these challenges, researchers have developed a number of automated tools and techniques to aid in the capture and representation of knowledge. This book targets researchers and professionals working in knowledge engineering, artificial intelligence and software engineering. Advanced-level students studying AI will also be interested in this book.

Author : Stefania Bandini,Francesca Gasparini,Viviana Mascardi,Matteo Palmonari,Giuseppe Vizzari
Publisher : Springer Nature
Page : 720 pages
File Size : 46,8 Mb
Release : 2022-07-18
Category : Computers
ISBN : 9783031084218

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AIxIA 2021 – Advances in Artificial Intelligence by Stefania Bandini,Francesca Gasparini,Viviana Mascardi,Matteo Palmonari,Giuseppe Vizzari Pdf

​This book constitutes revised selected papers from the refereed proceedings of the 20th International Conference of the Italian Association for Artificial Intelligence, AIxIA 2021, which was held virtually in December 2021. The 36 full papers included in this book were carefully reviewed and selected from 58 submissions; the volume also contains 12 extended and revised workshop contributions. The papers were organized in topical sections as follows: Planning and strategies; constraints, argumentation, and logic programming; knowledge representation, reasoning, and learning; natural language processing; AI for content and social media analysis; signal processing: images, videos and speech; machine learning for argumentation, explanation, and exploration; machine learning and applications; and AI applications.

Author : Bo An,Ana Bazzan,João Leite,Serena Villata,Leendert van der Torre
Publisher : Springer
Page : 544 pages
File Size : 45,6 Mb
Release : 2017-10-23
Category : Computers
ISBN : 9783319691312

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PRIMA 2017: Principles and Practice of Multi-Agent Systems by Bo An,Ana Bazzan,João Leite,Serena Villata,Leendert van der Torre Pdf

This book constitutes the refereed proceedings of the 20th International Conference on Principles and Practice of Multi-Agent Systems, PRIMA 2017, held in Nice, France, in October/November 2017. The 24 revised full papers presented together with one abstract of a keynote talk and 11 short papers were carefully reviewed and selected from 88 submissions. The intention of the papers is to showcase research in several domains, ranging from foundations of agent theory and engineering aspects of agent systems, to emerging interdisciplinary areas of agent-based research.

Author : Steve Chien,Alan Fern,Wheeler Ruml
Publisher : Unknown
Page : 564 pages
File Size : 43,7 Mb
Release : 2014-06-27
Category : Computers
ISBN : 1577356608

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Proceedings of the Twenty-Fourth International Conference on Automated Planning and Scheduling by Steve Chien,Alan Fern,Wheeler Ruml Pdf

The papers included in this volume are those selected for plenary presentation at ICAPS 2014. They consist of papers covering original work from the main track (39 long papers and 7 short papers out of 112 submissions), the papers from the special track on novel applications (6 long papers and 1 short paper out of 24 submissions), and papers from the new robotics track (7 long papers and 2 short papers out of 28 submissions). The volume also contains summary papers from the journal presentation track (8 papers out of 19 submissions). All submissions were rigorously reviewed by the Program Committee, and this set of accepted papers reflects the Program Committee's high reviewing standards.

Author : Jan Ole Berndt,Paolo Petta,Rainer Unland
Publisher : Springer
Page : 291 pages
File Size : 42,9 Mb
Release : 2017-08-11
Category : Computers
ISBN : 9783319647982

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Multiagent System Technologies by Jan Ole Berndt,Paolo Petta,Rainer Unland Pdf

This book constitutes the proceedings of the 15th German Conference on Multiagent System Technologies, MATES 2017, held in Lepzig, Germany, in August 2017. The 17 full papers presented in this volume were carefully reviewed and selected from 24 submissions for inclusion in the proceedings. Over these 15 years, the MATES conference series has been aiming at the promotion of and the cross-fertilization between theory and application of intelligent agents and multi-agent systems.

Author : Meysam Aghighi
Publisher : Linköping University Electronic Press
Page : 35 pages
File Size : 45,9 Mb
Release : 2017-05-17
Category : Electronic
ISBN : 9789176855195

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Computational Complexity of some Optimization Problems in Planning by Meysam Aghighi Pdf

Automated planning is known to be computationally hard in the general case. Propositional planning is PSPACE-complete and first-order planning is undecidable. One method for analyzing the computational complexity of planning is to study restricted subsets of planning instances, with the aim of differentiating instances with varying complexity. We use this methodology for studying the computational complexity of planning. Finding new tractable (i.e. polynomial-time solvable) problems has been a particularly important goal for researchers in the area. The reason behind this is not only to differentiate between easy and hard planning instances, but also to use polynomial-time solvable instances in order to construct better heuristic functions and improve planners. We identify a new class of tractable cost-optimal planning instances by restricting the causal graph. We study the computational complexity of oversubscription planning (such as the net-benefit problem) under various restrictions and reveal strong connections with classical planning. Inspired by this, we present a method for compiling oversubscription planning problems into the ordinary plan existence problem. We further study the parameterized complexity of cost-optimal and net-benefit planning under the same restrictions and show that the choice of numeric domain for the action costs has a great impact on the parameterized complexity. We finally consider the parameterized complexity of certain problems related to partial-order planning. In some applications, less restricted plans than total-order plans are needed. Therefore, a partial-order plan is being used instead. When dealing with partial-order plans, one important question is how to achieve optimal partial order plans, i.e. having the highest degree of freedom according to some notion of flexibility. We study several optimization problems for partial-order plans, such as finding a minimum deordering or reordering, and finding the minimum parallel execution length.

Author : Marco Dorigo,Heiko Hamann,Manuel López-Ibáñez,José García-Nieto,Andries Engelbrecht,Carlo Pinciroli,Volker Strobel,Christian Camacho-Villalón
Publisher : Springer Nature
Page : 395 pages
File Size : 44,9 Mb
Release : 2022-10-28
Category : Computers
ISBN : 9783031201769

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Swarm Intelligence by Marco Dorigo,Heiko Hamann,Manuel López-Ibáñez,José García-Nieto,Andries Engelbrecht,Carlo Pinciroli,Volker Strobel,Christian Camacho-Villalón Pdf

This book constitutes the proceedings of the 13th International Conference on Swarm Intelligence, ANTS 2022, held in Málaga, Spain, in November 2022. The 19 full papers presented, together with 14 short papers and 4 extended abstracts were carefully reviewed and selected from 45 submissions. ANTS 2022 contributions are dealing with any aspect of swarm intelligence such as behavioral models of social insects, empirical and theoretical research in swarm intelligence, application of swarm intelligence methods, and much more.

Author : Julia Wright and Daniel Barber
Publisher : AHFE International
Page : 273 pages
File Size : 40,6 Mb
Release : 2023-07-19
Category : Technology & Engineering
ISBN : 9781958651599

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Human Factors and Simulation by Julia Wright and Daniel Barber Pdf

Proceedings of the 14th International Conference on Applied Human Factors and Ergonomics (AHFE 2023), July 20–24, 2023, San Francisco, USA

Author : Mausam Natarajan,Andrey Poole
Publisher : Springer Nature
Page : 194 pages
File Size : 50,7 Mb
Release : 2022-06-01
Category : Computers
ISBN : 9783031015595

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Planning with Markov Decision Processes by Mausam Natarajan,Andrey Poole Pdf

Markov Decision Processes (MDPs) are widely popular in Artificial Intelligence for modeling sequential decision-making scenarios with probabilistic dynamics. They are the framework of choice when designing an intelligent agent that needs to act for long periods of time in an environment where its actions could have uncertain outcomes. MDPs are actively researched in two related subareas of AI, probabilistic planning and reinforcement learning. Probabilistic planning assumes known models for the agent's goals and domain dynamics, and focuses on determining how the agent should behave to achieve its objectives. On the other hand, reinforcement learning additionally learns these models based on the feedback the agent gets from the environment. This book provides a concise introduction to the use of MDPs for solving probabilistic planning problems, with an emphasis on the algorithmic perspective. It covers the whole spectrum of the field, from the basics to state-of-the-art optimal and approximation algorithms. We first describe the theoretical foundations of MDPs and the fundamental solution techniques for them. We then discuss modern optimal algorithms based on heuristic search and the use of structured representations. A major focus of the book is on the numerous approximation schemes for MDPs that have been developed in the AI literature. These include determinization-based approaches, sampling techniques, heuristic functions, dimensionality reduction, and hierarchical representations. Finally, we briefly introduce several extensions of the standard MDP classes that model and solve even more complex planning problems. Table of Contents: Introduction / MDPs / Fundamental Algorithms / Heuristic Search Algorithms / Symbolic Algorithms / Approximation Algorithms / Advanced Notes

Author : Xinheng Wang,Honghao Gao,Muddesar Iqbal,Geyong Min
Publisher : Springer
Page : 829 pages
File Size : 53,5 Mb
Release : 2019-08-18
Category : Computers
ISBN : 9783030301460

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Collaborative Computing: Networking, Applications and Worksharing by Xinheng Wang,Honghao Gao,Muddesar Iqbal,Geyong Min Pdf

This book constitutes the thoroughly refereed proceedings of the 15th International Conference on Collaborative Computing: Networking, Applications, and Worksharing, CollaborateCom 2019, held in London, UK, in August 2019. The 40 full papers, 8 short papers and 6 workshop presented were carefully reviewed and selected from 121 submissions. The papers reflect the conference sessions as follows: cloud, IoT and edge computing, collaborative IoT services and applications, artificial intelligence, software development, teleportation protocol and entanglement swapping, network based on the neural network, scheme based on blockchain and zero-knowledge proof in vehicle networking, software development.