Knowledge Engineering Tools And Techniques For Ai Planning

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Knowledge Engineering Tools and Techniques for AI Planning

Author : Mauro Vallati,Diane Kitchin
Publisher : Springer Nature
Page : 277 pages
File Size : 41,9 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.

Knowledge Engineering Tools and Techniques for AI Planning

Author : Anonim
Publisher : Unknown
Page : 128 pages
File Size : 47,9 Mb
Release : 2020
Category : Artificial intelligence
ISBN : 3030385620

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Knowledge Engineering Tools and Techniques for AI Planning by Anonim 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.

Knowledge Engineering and Knowledge Management. Methods, Models, and Tools

Author : Rose Dieng,Olivier Corby
Publisher : Springer
Page : 462 pages
File Size : 52,8 Mb
Release : 2003-07-31
Category : Computers
ISBN : 9783540399674

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Knowledge Engineering and Knowledge Management. Methods, Models, and Tools by Rose Dieng,Olivier Corby Pdf

This book constitutes the refereed proceedings of the 12th International Conference on Knowledge Engineering and Knowledge Management, EKAW 2000, held in Juan-les-Pins, France in October 2000. The 28 revised full papers and six revised short papers presented were carefully reviewed and selected from a high number of high-quality submissions. The book offers topical sections on knowledge modeling languages and tools, ontologies, knowledge acquisition from texts, machine learning, knowledge management and electronic commerce, problem solving methods, knowledge representation, validation, evaluation and certification, and methodologies.

New Trends in Intelligent Software Methodologies, Tools and Techniques

Author : H. Fujita,H. Perez-Meana
Publisher : IOS Press
Page : 728 pages
File Size : 51,9 Mb
Release : 2021-09-28
Category : Computers
ISBN : 9781643681955

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New Trends in Intelligent Software Methodologies, Tools and Techniques by H. Fujita,H. Perez-Meana Pdf

The integration of AI with software is an essential enabler for science and the new economy, creating new markets and opportunities for a more reliable, flexible and robust society. Current software methodologies, tools and techniques often fall short of expectations, however, and much software remains insufficiently robust and reliable for a constantly changing and evolving market. This book presents 54 papers delivered at the 20th edition of the International Conference on New Trends in Intelligent Software Methodology Tools, and Techniques (SoMeT_21), held in Cancun, Mexico, from 21–23 September 2021. The aim of the conference was to capture the essence of a new state-of-the-art in software science and its supporting technology and to identify the challenges that such a technology will need to master, and this book explores the new trends and theories illuminating the direction of development in this field as it heads towards a transformation in the role of software and science integration in tomorrow’s global information society. The 54 revised papers were selected for publication by means of a rigorous review process involving 3 or 4 reviewers for each paper, followed by selection by the SoMeT_21 international reviewing committee. The book is divided into 9 chapters, classified by paper topic and relevance to the chapter theme. Covering topics ranging from research practices, techniques and methodologies to proposing and reporting on the solutions required by global business, the book offers an opportunity for the software science community to consider where they are today and where they are headed in the future.

AIxIA 2020 – Advances in Artificial Intelligence

Author : Matteo Baldoni,Stefania Bandini
Publisher : Springer Nature
Page : 468 pages
File Size : 47,5 Mb
Release : 2021-05-21
Category : Computers
ISBN : 9783030770914

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AIxIA 2020 – Advances in Artificial Intelligence by Matteo Baldoni,Stefania Bandini Pdf

This book constitutes the refereed post proceedings of the XIXth International Conference of the Italian Association for Artificial Intelligence, AIxIA 2020, held in Milano, Italy, in November 2020.Due to the COVID-19 pandemic, the conference was "rebooted"/ re-organized w.r.t. the original format. The 27 full papers were carefully reviewed and selected from 89 submissions. The society aims at increasing the public awareness of Artificial Intelligence, encouraging the teaching and promoting research in the field.

Engineering Knowledge in the Age of the Semantic Web

Author : Enrico Motta,Nigel Shadbolt,Arthur Stutt,Nick Gibbins
Publisher : Springer
Page : 522 pages
File Size : 47,9 Mb
Release : 2011-03-22
Category : Computers
ISBN : 9783540302025

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Engineering Knowledge in the Age of the Semantic Web by Enrico Motta,Nigel Shadbolt,Arthur Stutt,Nick Gibbins Pdf

The central themes of the 14th International Conference on Knowledge Engineering and Knowledge Management (EKAW 2004) were ontological engineering and the Semantic Web. These provide the key foundational and delivery mechanisms for building open, Web-based knowledge services. However, consistent with the tradition of EKAW conferences, EKAW 2004 was concerned with all aspects of eliciting, acquiring, modelling and managing knowledge, and its role in the construction of knowledge-intensive systems. Indeed a key aspect of the Knowledge Acquisition Workshops (KAWs) held in the US, Europe and Asia over the past 20 years has been the emphasis on ‘holistic’ knowledge engineering, addressing problem solving, usability, socio-technological factors and knowledge modelling, rather than simply analyzing and designing symbol-level inferential mechanisms. The papers included in this volume are thus drawn from a variety of research areas both at the cutting edge of research in ontologies and the Semantic Web and in the more traditionally grounded areas of knowledge engineering. A Semantic Web service can be seen as the addition of semantic technologies to Web services to produce Web-accessible services that can be described using appropriate ontologies, reasoned about and combined automatically. Since Web services can be seen as Web-accessible computational objects, much of the work in this area is also concerned with problem-solving methods (PSMs).

Service-Oriented Computing

Author : Marco Aiello,Johanna Barzen,Schahram Dustdar,Frank Leymann
Publisher : Springer Nature
Page : 161 pages
File Size : 46,7 Mb
Release : 2023-11-12
Category : Computers
ISBN : 9783031457289

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Service-Oriented Computing by Marco Aiello,Johanna Barzen,Schahram Dustdar,Frank Leymann Pdf

This book constitutes the refereed proceedings of the 17th Symposium and Summer School, SummerSOC 2023, held in Heraklion, Crete, Greece, in June 25–July 1, 2023. The 6 full papers and 3 short papers presented in this book were carefully reviewed and selected from 27 submissions. They are organized in the following sections as follows: Distributed Systems; Smart; and Mixed Technologies.

Abstraction, Reformulation, and Approximation

Author : Sven Koenig,Robert C. Holte
Publisher : Springer
Page : 352 pages
File Size : 42,7 Mb
Release : 2003-08-02
Category : Computers
ISBN : 9783540456223

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Abstraction, Reformulation, and Approximation by Sven Koenig,Robert C. Holte Pdf

It has been recognized since the inception of Artificial Intelligence (AI) that abstractions, problem reformulations, and approximations (AR&A) are central to human common sense reasoning and problem solving and to the ability of systems to reason effectively in complex domains. AR&A techniques have been used to solve a variety of tasks, including automatic programming, constraint satisfaction, design, diagnosis, machine learning, search, planning, reasoning, game playing, scheduling, and theorem proving. The primary purpose of AR&A techniques in such settings is to overcome computational intractability. In addition, AR&A techniques are useful for accelerating learning and for summarizing sets of solutions. This volume contains the proceedings of SARA 2002, the fifth Symposium on Abstraction, Reformulation, and Approximation, held at Kananaskis Mountain Lodge, Kananaskis Village, Alberta (Canada), August 2 4, 2002. The SARA series is the continuation of two separate threads of workshops: AAAI workshops in 1990 and 1992, and an ad hoc series beginning with the "Knowledge Compilation" workshop in 1986 and the "Change of Representation and Inductive Bias" workshop in 1988 with followup workshops in 1990 and 1992. The two workshop series merged in 1994 to form the first SARA. Subsequent SARAs were held in 1995, 1998, and 2000.

Machine Learning Methods for Planning

Author : Steven Minton
Publisher : Morgan Kaufmann
Page : 554 pages
File Size : 54,8 Mb
Release : 2014-05-12
Category : Social Science
ISBN : 9781483221175

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Machine Learning Methods for Planning by Steven Minton Pdf

Machine Learning Methods for Planning provides information pertinent to learning methods for planning and scheduling. This book covers a wide variety of learning methods and learning architectures, including analogical, case-based, decision-tree, explanation-based, and reinforcement learning. Organized into 15 chapters, this book begins with an overview of planning and scheduling and describes some representative learning systems that have been developed for these tasks. This text then describes a learning apprentice for calendar management. Other chapters consider the problem of temporal credit assignment and describe tractable classes of problems for which optimal plans can be derived. This book discusses as well how reactive, integrated systems give rise to new requirements and opportunities for machine learning. The final chapter deals with a method for learning problem decompositions, which is based on an idealized model of efficiency for problem-reduction search. This book is a valuable resource for production managers, planners, scientists, and research workers.

Understanding Planning Tasks

Author : Malte Helmert
Publisher : Springer Science & Business Media
Page : 275 pages
File Size : 49,7 Mb
Release : 2008-01-24
Category : Computers
ISBN : 9783540777229

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Understanding Planning Tasks by Malte Helmert Pdf

This monograph is a revised version of Malte Helmert's doctoral thesis, Solving Planning Tasks in Theory and Practice, written under the supervision of Professor Bernhard Nebel at Albert-Ludwigs-Universität Freiburg, Germany, in 2006. The book contains an exhaustive analysis of the computational complexity of the benchmark problems that have been used in the past decade. Not only that, but it also provides an in-depth analysis of so-called routing and transportation problems.

A Hybrid Deliberative Layer for Robotic Agents

Author : Ronny Hartanto
Publisher : Springer
Page : 215 pages
File Size : 52,5 Mb
Release : 2011-07-18
Category : Computers
ISBN : 9783642225802

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A Hybrid Deliberative Layer for Robotic Agents by Ronny Hartanto Pdf

The Hybrid Deliberative Layer (HDL) solves the problem that an intelligent agent faces in dealing with a large amount of information which may or may not be useful in generating a plan to achieve a goal. The information, that an agent may need, is acquired and stored in the DL model. Thus, the HDL is used as the main knowledge base system for the agent. In this work, a novel approach which amalgamates Description Logic (DL) reasoning with Hierarchical Task Network (HTN) planning is introduced. An analysis of the performance of the approach has been conducted and the results show that this approach yields significantly smaller planning problem descriptions than those generated by current representations in HTN planning.

The 21st Century Industrial Robot: When Tools Become Collaborators

Author : Maria Isabel Aldinhas Ferreira,Sarah R. Fletcher
Publisher : Springer Nature
Page : 286 pages
File Size : 41,9 Mb
Release : 2021-10-25
Category : Technology & Engineering
ISBN : 9783030785130

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The 21st Century Industrial Robot: When Tools Become Collaborators by Maria Isabel Aldinhas Ferreira,Sarah R. Fletcher Pdf

This book aims to discuss the technical and ethical challenges posed by the present technological framework and to highlight the fundamental role played by human-centred design and human factors in the definition of robotic architectures for human–robot collaboration. The book gives an updated overview of the most recent robotic technology, conceived and designed to collaborate with human beings in industrial working scenarios. The technological development of robotics over the last years and the fast evolution of AI, machine learning and IoT have paved the way for applications that extend far beyond the typical use of robots performing repetitive tasks in exclusive spaces. In this new technological paradigm that is expected to drive the robotics market in the coming years, robots and workers will coexist in the same workplace, sharing not only this lived space, but also the roles and functions inherent to a process of production, merging the benefits of automated and manual performing. However, having robots cooperating in real time with workers, responding in a physical, psychological and social adequate way, requires a human-centred design that not only calls for high safety standards regulating the quality of human–robot interaction, but also demands the robot's fine-grained perception and awareness of the dynamics of its surrounding environment, namely the behaviours of their human peers—their expected actions/responses—fostering the necessary collaborative efforts towards the accomplishment of the tasks to be executed.

Social Robotics

Author : Alan R. Wagner,David Feil-Seifer,Kerstin S. Haring,Silvia Rossi,Thomas Williams,Hongsheng He,Shuzhi Sam Ge
Publisher : Springer Nature
Page : 711 pages
File Size : 48,9 Mb
Release : 2020-11-07
Category : Computers
ISBN : 9783030620561

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Social Robotics by Alan R. Wagner,David Feil-Seifer,Kerstin S. Haring,Silvia Rossi,Thomas Williams,Hongsheng He,Shuzhi Sam Ge Pdf

This book constitutes the refereed proceedings of the 12th International Conference on Social Robotics, ICSR 2020, held in Golden, CO, USA, in November 2020. The conference was held virtually. The 57 full papers presented were carefully reviewed and selected from 101 submissions. The theme of the 2020 conference is Entertaining Robots. The papers focus on the following topics: human-robot trust and human-robot teaming, robot understanding and following of social and moral norms, physical and interaction design of social robots, verbal and nonverbal robot communication, interactive robot learning, robot motion and proxemics, and robots in domains such as education and healthcare.

Advances in Intelligent Networking and Collaborative Systems

Author : Leonard Barolli,Isaac Woungang,Omar Khadeer Hussain
Publisher : Springer
Page : 603 pages
File Size : 47,6 Mb
Release : 2017-08-14
Category : Technology & Engineering
ISBN : 9783319656366

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Advances in Intelligent Networking and Collaborative Systems by Leonard Barolli,Isaac Woungang,Omar Khadeer Hussain Pdf

The aim of this book is to provide the latest research findings, innovative research results, methods and development techniques from both theoretical and practical perspectives related to intelligent social networks and collaborative systems, intelligent networking systems, mobile collaborative systems, secure intelligent cloud systems, etc., and to reveal synergies among various paradigms in the multi-disciplinary field of intelligent collaborative systems. It presents the Proceedings of the 9th International Conference on Intelligent Networking and Collaborative Systems (INCoS-2017), held on August 24–26, 2017 in Toronto, Canada. With the rapid evolution of the Internet, we are currently experiencing a shift from the traditional sharing of information and applications as the main purpose of the Web to an emergent paradigm that puts people at the very centre of networks and exploits the value of people’s connections, relations and collaborations. Social networks are also pla ying a major role in the dynamics and structure of intelligent Web-based networking and collaborative systems. Virtual campuses, virtual communities and organizations effectively leverage intelligent networking and collaborative systems by tapping into a broad range of formal and informal electronic relations, such as business-to-business, peer-to-peer and many types of online collaborative learning interactions, including the emerging e-learning systems. This has resulted in entangled systems that need to be managed efficiently and autonomously. In addition, the latest and powerful technologies based on Grid and wireless infrastructure as well as Cloud computing are now greatly enhancing collaborative and networking applications, but are also facing new issues and challenges. The principal objective of the research and development community is to stimulate research that leads to the creation of responsive environments for networking and, in the longer-term, the developmen t of adaptive, secure, mobile, and intuitive intelligent systems for collaborative work and learning.