Artificial Intelligence Agents And Environments

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Environments for Multi-Agent Systems

Author : Danny Weyns,H. Van Dyke Parunak,Fabien Michel
Publisher : Springer Science & Business Media
Page : 288 pages
File Size : 48,9 Mb
Release : 2005-02-10
Category : Computers
ISBN : 9783540245759

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Environments for Multi-Agent Systems by Danny Weyns,H. Van Dyke Parunak,Fabien Michel Pdf

This modern field of multi-agent systems has developed from two main lines of earlier research: its practitioners generally regard it as a form of distributed artificial intelligence, whereas some researchers have persistently advocated ideas from the field of artificial life. AI agents (and their designers) usually take the environment for agent interaction as granted. From the ALife perspective and for ALife agents, the environment for interaction is an active participant in agent dynamics, a first class member of the overall systems. This book originates from the First International Workshop on Environments for Multi-Agent Systems, E4MAS 2004, held in New York, NY, USA in July 2004 as a satellite workshop of AAMAS 2004. The 13 carefully selected reviewed and revised papers presented together with an introductory survey article of close to 50 pages are organized in topical sections on conceptual models, language for design and specification, simulation and environments, mediated coordination, and applications.

Agents and Ambient Intelligence

Author : T. Bosse
Publisher : IOS Press
Page : 340 pages
File Size : 50,5 Mb
Release : 2012-05-10
Category : Computers
ISBN : 9781614990505

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Agents and Ambient Intelligence by T. Bosse Pdf

The concept of an intelligent agent – a computational system capable of performing certain tasks autonomously – derived from the growing potential of digital computers in the mid 20th century and had been widely adopted by the early 1990s. Partly in parallel with this concept, the perspective of ambient intelligence (AmI) emerged in the late 1990s. Agent technology and AmI have many similarities, and the main purpose of this book is to provide an overview of the state-of-the-art of the scientific area that integrates these two. The book addresses a wide variety of topics related to agents and AmI, including theoretical, practical, design, implementation, ethical and philosophical issues. The 12 chapters are arranged in four sections. The first consists of three chapters discussing ethical and philosophical issues; the second part explores various approaches that can be used to develop agent-based AmI Systems; the third part contains three chapters that share the goal to endow AmI systems with useful properties like intelligence and adaptivity and the last section presents concrete applications of agent-based AmI systems. This book provides an insight into recent achievements and future challenges at the intersection of agent technology and ambient intelligence and will assist the development of more intelligent, flexible, effective and user-friendly systems as well as posing critical questions about the future of the role of agents within the AmI perspective.

Hands-On Intelligent Agents with OpenAI Gym

Author : Praveen Palanisamy
Publisher : Packt Publishing Ltd
Page : 246 pages
File Size : 53,9 Mb
Release : 2018-07-31
Category : Computers
ISBN : 9781788835138

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Hands-On Intelligent Agents with OpenAI Gym by Praveen Palanisamy Pdf

Implement intelligent agents using PyTorch to solve classic AI problems, play console games like Atari, and perform tasks such as autonomous driving using the CARLA driving simulator Key Features Explore the OpenAI Gym toolkit and interface to use over 700 learning tasks Implement agents to solve simple to complex AI problems Study learning environments and discover how to create your own Book Description Many real-world problems can be broken down into tasks that require a series of decisions to be made or actions to be taken. The ability to solve such tasks without a machine being programmed requires a machine to be artificially intelligent and capable of learning to adapt. This book is an easy-to-follow guide to implementing learning algorithms for machine software agents in order to solve discrete or continuous sequential decision making and control tasks. Hands-On Intelligent Agents with OpenAI Gym takes you through the process of building intelligent agent algorithms using deep reinforcement learning starting from the implementation of the building blocks for configuring, training, logging, visualizing, testing, and monitoring the agent. You will walk through the process of building intelligent agents from scratch to perform a variety of tasks. In the closing chapters, the book provides an overview of the latest learning environments and learning algorithms, along with pointers to more resources that will help you take your deep reinforcement learning skills to the next level. What you will learn Explore intelligent agents and learning environments Understand the basics of RL and deep RL Get started with OpenAI Gym and PyTorch for deep reinforcement learning Discover deep Q learning agents to solve discrete optimal control tasks Create custom learning environments for real-world problems Apply a deep actor-critic agent to drive a car autonomously in CARLA Use the latest learning environments and algorithms to upgrade your intelligent agent development skills Who this book is for If you’re a student, game/machine learning developer, or AI enthusiast looking to get started with building intelligent agents and algorithms to solve a variety of problems with the OpenAI Gym interface, this book is for you. You will also find this book useful if you want to learn how to build deep reinforcement learning-based agents to solve problems in your domain of interest. Though the book covers all the basic concepts that you need to know, some working knowledge of Python programming language will help you get the most out of it.

Intelligent Agents and Multi-Agent Systems

Author : Michael Wayne Barley,Nik Kasabov
Publisher : Springer
Page : 329 pages
File Size : 46,5 Mb
Release : 2005-03-10
Category : Computers
ISBN : 9783540321286

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Intelligent Agents and Multi-Agent Systems by Michael Wayne Barley,Nik Kasabov Pdf

This volume contains selected papers from PRIMA 2004, the 7th Pacific Rim InternationalWorkshop on Multi-agents, held in Auckland, New Zealand, during August 8–13, 2004 in conjunction with the 8th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2004).

Designing Distributed Learning Environments with Intelligent Software Agents

Author : Fuhua Oscar Lin
Publisher : IGI Global
Page : 311 pages
File Size : 40,7 Mb
Release : 2005-01-01
Category : Education
ISBN : 9781591405023

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Designing Distributed Learning Environments with Intelligent Software Agents by Fuhua Oscar Lin Pdf

Designing Distributed Learning Environments with Intelligent Software Agents reports on the most recent advances in agent technologies for distributed learning. Chapters are devoted to the various aspects of intelligent software agents in distributed learning, including the methodological and technical issues on where and how intelligent agents can contribute to meeting distributed learning needs today and tomorrow. This book benefits the AI (artificial intelligence) and educational communities in their research and development, offering new and interesting research issues surrounding the development of distributed learning environments in the Semantic Web age. In addition, the ideas presented in the book are applicable to other domains such as Agent-Supported Web Services, distributed business process and resource integration, computer-supported collaborative work (CSCW) and e-Commerce.

Intelligent Agents

Author : Anonim
Publisher : Unknown
Page : 478 pages
File Size : 46,5 Mb
Release : 1995
Category : Artificial intelligence
ISBN : UOM:39015035262495

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Intelligent Agents by Anonim Pdf

Artificial Intelligence Agents and Environments for You !

Author : Thomas Patterson
Publisher : Createspace Independent Publishing Platform
Page : 168 pages
File Size : 47,8 Mb
Release : 2016-01-29
Category : Electronic
ISBN : 1523732660

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Artificial Intelligence Agents and Environments for You ! by Thomas Patterson Pdf

This updated and expanded second edition of Book provides a user-friendly introduction to the subject, Taking a clear structural framework, it guides the reader through the subject's core elements, which can be used as a learning material for students pursuing their studies in undergraduate and graduate levels in universities and colleges and those who want to learn the topic via a short and complete resource. We hope you find this book useful in shaping your future career.

Strategic Negotiation in Multiagent Environments

Author : Sarit Kraus
Publisher : MIT Press
Page : 290 pages
File Size : 44,6 Mb
Release : 2001
Category : Computers
ISBN : 0262112647

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Strategic Negotiation in Multiagent Environments by Sarit Kraus Pdf

A model for strategic negotiation for intelligent agents.

Systems Development Methods for the Next Century

Author : W. Gregory Wojtkowski,Wita Wojtkowski,Stanislaw Wrycza,Armi Krajowej,Joze Zupancic
Publisher : Springer Science & Business Media
Page : 562 pages
File Size : 48,5 Mb
Release : 2012-12-06
Category : Business & Economics
ISBN : 9781461559153

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Systems Development Methods for the Next Century by W. Gregory Wojtkowski,Wita Wojtkowski,Stanislaw Wrycza,Armi Krajowej,Joze Zupancic Pdf

This book is a result of the ISD'97, Sixth International Conference on Information Systems Development-Methods and Tools, Theory and Practice held August 11-14, 1997 in Boise, Idaho, USA. The purpose of this Conference was to address the issues facing academia and industry when specifying, developing, managing and improving software systems. The selection of papers was carried out by the International Program Committee. All papers were reviewed in advance by at least three people. Papers were judged according to their originality, relevance and presentation quality. All papers were judged purely on their own merits, independently of other submissions. This year's Information Systems Development Conference-ISD'97 is the first ISD conference being held in the US. ISD was brought into existence almost ten years ago. It continues the fine tradition of the first Polish-Scandinavian Seminar on Current Trends in Information Systems Development Methodologies, held in Gdansk-Poland in 1988. ISD'98 will be held in Bled, Slovenia. ISD'97 consists not only of the technical program represented in these proceedings, but also tutorials on improved software testing and end-user information systems and workshop on sharing knowledge within international high technology industries that are intended for both, the research and business communities. We would like to thank the authors of papers accepted for ISD'97 who all made gal lant efforts to provide me with electronic copies of their manuscripts conforming to com mon guidelines. We thank them for thoughtfully responding to reviewers comments and carefully preparing their final contributions.

Developing Intelligent Agent Systems

Author : Lin Padgham,Michael Winikoff
Publisher : John Wiley & Sons
Page : 240 pages
File Size : 53,8 Mb
Release : 2005-06-24
Category : Technology & Engineering
ISBN : 9780470861219

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Developing Intelligent Agent Systems by Lin Padgham,Michael Winikoff Pdf

Build your own intelligent agent system... Intelligent agent technology is a tool of modern computer science that can be used to engineer complex computer programmes that behave rationally in dynamic and changing environments. Applications range from small programmes that intelligently search the Web buying and selling goods via electronic commerce, to autonomous space probes. This powerful technology is not widely used, however, as developing intelligent agent software requires high levels of training and skill. The authors of this book have developed and tested a methodology and tools for developing intelligent agent systems. With this methodology (Prometheus) developers can start agent-oriented designs and implementations easily from scratch saving valuable time and resources. Developing Intelligent Agent Systems not only answers the questions “what are agents?” and “why are they useful?” but also the crucial question: “how do I design and build intelligent agent systems?” The book covers everything a practitioner needs to know to begin to effectively use this technology - including an introduction to the notion of agents, a description of the concepts involved, and a software engineering methodology. Read on for: a practical step-by-step introduction to designing and building intelligent agent systems. a full life-cycle methodology for developing intelligent agent systems covering specification, analysis, design and implementation of agents. PDT: Prometheus Design Tool – software support for the Prometheus design process. the example of an electronic bookstore to illustrate the design process throughout the book. Electronic resources including the Prometheus Design Tool (PDT), can be found at: http://www.cs.rmit.edu.au/agents/prometheus This book is aimed at industrial software developers, software engineers and at advanced undergraduate students. It assumes knowledge of basic software engineering but does not require knowledge of Artificial Intelligence or of mathematics. Familiarity with Java will help in reading the examples in chapter 10.

Intelligent Agents and Their Applications

Author : Zhengxin Chen,Nikhil Ichalkaranje
Publisher : Physica
Page : 354 pages
File Size : 40,6 Mb
Release : 2013-03-20
Category : Computers
ISBN : 9783790817867

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Intelligent Agents and Their Applications by Zhengxin Chen,Nikhil Ichalkaranje Pdf

Intelligent agents are one of the most promising business tools in our information rich world. An intelligent agent consists of a software system capable of performing intelligent tasks within a dynamic and unpredictable environment. They can be characterised by various attributes including: autonomous, adaptive, collaborative, communicative, mobile, and reactive. Many problems are not well defined and the information needed to make decisions is not available. These problems are not easy to solve using conventional computing approaches. Here, the intelligent agent paradigm may play a major role in helping to solve these problems. This book, written for application researchers, covers a broad selection of research results that demonstrate, in an authoritative and clear manner, the applications of agents within our information society.

Building Intelligent Agents

Author : Gheorghe Tecuci
Publisher : Morgan Kaufmann
Page : 356 pages
File Size : 42,7 Mb
Release : 1998-06-23
Category : Computers
ISBN : 0126851255

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Building Intelligent Agents by Gheorghe Tecuci Pdf

Building Intelligent Agents is unique in its comprehensive coverage of the subject. The first part of the book presents an original theory for building intelligent agents and a methodology and tool that implement the theory. The second part of the book presents complex and detailed case studies of building different types of agents: an educational assessment agent, a statistical analysis assessment and support agent, an engineering design assistant, and a virtual military commander. Also featured in this book is Disciple, a toolkit for building interactive agents which function in much the same way as a human apprentice. Disciple-based agents can reason both with incomplete information, but also with information that is potentially incorrect. This approach, in which the agent learns its behavior from its teacher, integrates many machine learning and knowledge acquisition techniques, taking advantage of their complementary strengths to compensate for each others weakness. As a consequence, it significantly reduces (or even eliminates) the involvement of a knowledge engineer in the process of building an intelligent agent.

Universal Artificial Intelligence

Author : Marcus Hutter
Publisher : Springer Science & Business Media
Page : 294 pages
File Size : 44,8 Mb
Release : 2005-12-29
Category : Computers
ISBN : 9783540268772

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Universal Artificial Intelligence by Marcus Hutter Pdf

Personal motivation. The dream of creating artificial devices that reach or outperform human inteUigence is an old one. It is also one of the dreams of my youth, which have never left me. What makes this challenge so interesting? A solution would have enormous implications on our society, and there are reasons to believe that the AI problem can be solved in my expected lifetime. So, it's worth sticking to it for a lifetime, even if it takes 30 years or so to reap the benefits. The AI problem. The science of artificial intelligence (AI) may be defined as the construction of intelligent systems and their analysis. A natural definition of a system is anything that has an input and an output stream. Intelligence is more complicated. It can have many faces like creativity, solving prob lems, pattern recognition, classification, learning, induction, deduction, build ing analogies, optimization, surviving in an environment, language processing, and knowledge. A formal definition incorporating every aspect of intelligence, however, seems difficult. Most, if not all known facets of intelligence can be formulated as goal driven or, more precisely, as maximizing some utility func tion. It is, therefore, sufficient to study goal-driven AI; e. g. the (biological) goal of animals and humans is to survive and spread. The goal of AI systems should be to be useful to humans.

Intelligent Agent Technology

Author : Ning Zhong
Publisher : World Scientific
Page : 532 pages
File Size : 48,5 Mb
Release : 2001
Category : Computers
ISBN : 9789810247065

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Intelligent Agent Technology by Ning Zhong Pdf

This volume is an attempt to capture the essence of the state-of-the-art of intelligent agent technology and to identify the new challenges and opportunities that it is or will be facing. The most important feature of the volume is that it emphasizes a multi-faceted, holistic view of this emerging technology, from its computational foundations ? in terms of models, methodologies, and tools for developing a variety of embodiments of agent-based systems ? to its practical impact on tackling real-world problems.