Markov Decision Processes And The Belief Desire Intention Model

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Markov Decision Processes and the Belief-Desire-Intention Model

Author : Gerardo I. Simari,Simon D. Parsons
Publisher : Springer Science & Business Media
Page : 63 pages
File Size : 51,6 Mb
Release : 2011-09-18
Category : Computers
ISBN : 9781461414728

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Markov Decision Processes and the Belief-Desire-Intention Model by Gerardo I. Simari,Simon D. Parsons Pdf

In this work, we provide a treatment of the relationship between two models that have been widely used in the implementation of autonomous agents: the Belief DesireIntention (BDI) model and Markov Decision Processes (MDPs). We start with an informal description of the relationship, identifying the common features of the two approaches and the differences between them. Then we hone our understanding of these differences through an empirical analysis of the performance of both models on the TileWorld testbed. This allows us to show that even though the MDP model displays consistently better behavior than the BDI model for small worlds, this is not the case when the world becomes large and the MDP model cannot be solved exactly. Finally we present a theoretical analysis of the relationship between the two approaches, identifying mappings that allow us to extract a set of intentions from a policy (a solution to an MDP), and to extract a policy from a set of intentions.

Electricity Markets with Increasing Levels of Renewable Generation: Structure, Operation, Agent-based Simulation, and Emerging Designs

Author : Fernando Lopes,Helder Coelho
Publisher : Springer
Page : 327 pages
File Size : 47,8 Mb
Release : 2018-02-14
Category : Technology & Engineering
ISBN : 9783319742632

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Electricity Markets with Increasing Levels of Renewable Generation: Structure, Operation, Agent-based Simulation, and Emerging Designs by Fernando Lopes,Helder Coelho Pdf

This book describes the common ground between electricity markets (EMs) and software agents (or artificial intelligence generally). It presents an up-to-date introduction to EMs and intelligent agents, and offers a comprehensive description of the research advances and key achievements related to existing and emerging market designs to reliably and efficiently manage the potential challenges of variable generation (VG). Most EMs are unique in their complex relationships between economics and the physics of energy, but were created without the notion that large penetrations of variable generation (VG) would be part of the supply mix. An advanced multi-agent approach simulates the behavior of power markets over time, particularly markets with large-scale penetrations of renewable resources. It is intended as a reference book for researchers, academics and industry practitioners, but given the scope of the chapters and the highly accessible style, the book also provides a coherent foundation for several different graduate courses.

The Mental Health of Gifted Intelligent Machines

Author : John Senior,Éva Gyarmathy
Publisher : Taylor & Francis
Page : 304 pages
File Size : 50,7 Mb
Release : 2024-02-13
Category : Computers
ISBN : 9781003851660

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The Mental Health of Gifted Intelligent Machines by John Senior,Éva Gyarmathy Pdf

The Mental Health of Gifted Intelligent Machines explores the increasingly sophisticated behaviours of developing AI and how we can ensure it will have emotional resilience, ethical strength and an ability to think in a new and enhanced way. Its primary aim is to change how we understand the world by investigating humanity as an intelligent being, examining and contrasting human and artificial intelligence. The book considers what we can learn from the likely mental health issues that will occur with increasingly sophisticated aspects of machine intelligence and how they will reflect the human condition. It asks questions about our identity in a deeply uncertain and disruptive ever-changing world; how we will improve and enhance our psychological intelligence to meet the increasing complications and demands of the future; and what we need to do, now, to be psychologically intelligent enough to live a full meaningful life in a new world evolving around us. The book argues that changes in our understanding of mental health, psychology and our view of intelligence will challenge huge aspects of our fundamental beliefs and assumptions and that it is essential we explore new arenas to further understand both our own human psychological issues and mental health as we develop gifted intelligent machines. It is a must read for all students, researchers and professionals involved with AI, gifted education, consciousness and mental health.

Foundations and Applications of Multi-Agent Systems

Author : Mark d'Inverno,Michael Luck,Michael Fisher,Christ Preist
Publisher : Springer
Page : 266 pages
File Size : 55,9 Mb
Release : 2003-08-02
Category : Computers
ISBN : 9783540456346

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Foundations and Applications of Multi-Agent Systems by Mark d'Inverno,Michael Luck,Michael Fisher,Christ Preist Pdf

This book presents revised full versions of papers contributed to UK Workshops on Multi-Agent Systems, UKMAS, during 1996 and 2000. From the early days of MAS research, the UK community has been a particularly productive one with numerous key contributions. The 15 papers by internationally reputed researchers deal with various aspects of agent technology, with a certain emphasis on foundational issues in multi-agent systems.

Symbolic and Quantitative Approaches to Reasoning with Uncertainty

Author : Salem Benferhat,Philippe Besnard
Publisher : Springer
Page : 818 pages
File Size : 41,7 Mb
Release : 2003-06-30
Category : Computers
ISBN : 9783540446521

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Symbolic and Quantitative Approaches to Reasoning with Uncertainty by Salem Benferhat,Philippe Besnard Pdf

This book constitutes the refereed proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU 2001, held in Toulouse, France in September 2001. The 68 revised full papers presented together with three invited papers were carefully reviewed and selected from over a hundred submissions. The book offers topical sections on decision theory, partially observable Markov decision processes, decision-making, coherent probabilities, Bayesian networks, learning causal networks, graphical representation of uncertainty, imprecise probabilities, belief functions, fuzzy sets and rough sets, possibility theory, merging, belief revision and preferences, inconsistency handling, default logic, logic programming, etc.

Computational Collective Intelligence

Author : Ngoc Thanh Nguyen,Elias Pimenidis,Zaheer Khan,Bogdan Trawiński
Publisher : Springer
Page : 536 pages
File Size : 43,5 Mb
Release : 2018-08-27
Category : Computers
ISBN : 9783319984469

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Computational Collective Intelligence by Ngoc Thanh Nguyen,Elias Pimenidis,Zaheer Khan,Bogdan Trawiński Pdf

This two-volume set (LNAI 11055 and LNAI 11056) constitutes the refereed proceedings of the 10th International Conference on Collective Intelligence, ICCCI 2018, held in Bristol, UK, in September 2018 The 98 full papers presented were carefully reviewed and selected from 240 submissions. The conference focuses on knowledge engineering and semantic web, social network analysis, recommendation methods and recommender systems, agents and multi-agent systems, text processing and information retrieval, data mining methods and applications, decision support and control systems, sensor networks and internet of things, as well as computer vision techniques.

Emotion Modeling

Author : Tibor Bosse,Joost Broekens,João Dias,Janneke van der Zwaan
Publisher : Springer
Page : 167 pages
File Size : 42,6 Mb
Release : 2014-11-11
Category : Computers
ISBN : 9783319129730

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Emotion Modeling by Tibor Bosse,Joost Broekens,João Dias,Janneke van der Zwaan Pdf

Emotion modeling has been an active area of research for almost two decades now. In spite of the growing and diverse body of work in emotion modeling, designing and developing emotion models remains an art, with few standards and systematic guidelines available to guide the design process, and to validate the resulting models. This state-of-the-art volume includes extended versions of eight papers presented at two workshops: Standards in Emotion Modeling, SEM 2011, held in Leiden, The Netherlands, in August 2011, which focused on the challenges, progress and open questions regarding emotion modeling standards, and Emotional and Empathic Agents, EEA 2012, held in conjunction with AAMAS 2012, in Valencia, Spain, in June 2012, which focused on strategies for reducing the complexity of affective models and model re-use. The papers have been organized into two sections: generic models and frameworks, and evaluations of specific models. They represent a sampling of the current efforts toward the development of more systematic methods for emotion modeling, toward the development of standards in emotion model design and validation, and toward more pragmatic approaches to model development, including model component sharing and re-use. The topics range from efforts to define minimum functionalities for agent emotion models and provide tools for systematic comparisons of alternative approaches through approaches to integrating multiple processing levels within an agent architecture to papers exploring the best means of generating empathy and supportive behavior in virtual agents and attempts to address the requirements for realistic modeling of affective expressions across multiple types of social interaction (individual, group and cultural).

Agents and Artificial Intelligence

Author : Béatrice Duval,Jaap van den Herik,Stephane Loiseau,Joaquim Filipe
Publisher : Springer
Page : 347 pages
File Size : 52,8 Mb
Release : 2015-12-18
Category : Computers
ISBN : 9783319279473

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Agents and Artificial Intelligence by Béatrice Duval,Jaap van den Herik,Stephane Loiseau,Joaquim Filipe Pdf

This book constitutes the thoroughly refereed post-conference proceedings of the 7th International Conference on Agents and Artificial Intelligence, ICAART 2015, held in Lisbon, Portugal, in January 2015.The 18 revised full papers presented in this book were carefully reviewed and selected from 187 submissions. The papers are organized in two topical sections on agents and on artificial intelligence and focus on multi-agent systems and software platforms; distributed problem solving and distributed AI in general; knowledge representation; planning; learning; scheduling; perception; reactive AI systems; and evolutionary computing.

Disease Modelling and Public Health

Author : Anonim
Publisher : Elsevier
Page : 500 pages
File Size : 40,5 Mb
Release : 2017-10-23
Category : Mathematics
ISBN : 9780444639691

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Disease Modelling and Public Health by Anonim Pdf

Disease Modelling and Public Health, Part A, Volume 36 addresses new challenges in existing and emerging diseases with a variety of comprehensive chapters that cover Infectious Disease Modeling, Bayesian Disease Mapping for Public Health, Real time estimation of the case fatality ratio and risk factor of death, Alternative Sampling Designs for Time-To-Event Data with Applications to Biomarker Discovery in Alzheimer's Disease, Dynamic risk prediction for cardiovascular disease: An illustration using the ARIC Study, Theoretical advances in type 2 diabetes, Finite Mixture Models in Biostatistics, and Models of Individual and Collective Behavior for Public Health Epidemiology. As a two part volume, the series covers an extensive range of techniques in the field. It present a vital resource for statisticians who need to access a number of different methods for assessing epidemic spread in population, or in formulating public health policy. Presents a comprehensive, two-part volume written by leading subject experts Provides a unique breadth and depth of content coverage Addresses the most cutting-edge developments in the field Includes chapters on Ebola and the Zika virus; topics which have grown in prominence and scholarly output

ECAI 2008

Author : European Coordinating Committee for Artificial Intelligence
Publisher : IOS Press
Page : 972 pages
File Size : 50,8 Mb
Release : 2008
Category : Computers
ISBN : 9781586038915

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ECAI 2008 by European Coordinating Committee for Artificial Intelligence Pdf

Includes subconference "Prestigious Applications of Intelligent Systems (PAIS 2008)."

Putting Social Media and Networking Data in Practice for Education, Planning, Prediction and Recommendation

Author : Mehmet Kaya,Şuayip Birinci,Jalal Kawash,Reda Alhajj
Publisher : Springer Nature
Page : 245 pages
File Size : 42,6 Mb
Release : 2019-12-27
Category : Science
ISBN : 9783030336981

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Putting Social Media and Networking Data in Practice for Education, Planning, Prediction and Recommendation by Mehmet Kaya,Şuayip Birinci,Jalal Kawash,Reda Alhajj Pdf

This book focusses on recommendation, behavior, and anomaly, among of social media analysis. First, recommendation is vital for a variety of applications to narrow down the search space and to better guide people towards educated and personalized alternatives. In this context, the book covers supporting students, food venue, friend and paper recommendation to demonstrate the power of social media data analysis. Secondly, this book treats behavior analysis and understanding as important for a variety of applications, including inspiring behavior from discussion platforms, determining user choices, detecting following patterns, crowd behavior modeling for emergency evacuation, tracking community structure, etc. Third, fraud and anomaly detection have been well tackled based on social media analysis. This has is illustrated in this book by identifying anomalous nodes in a network, chasing undetected fraud processes, discovering hidden knowledge, detecting clickbait, etc. With this wide coverage, the book forms a good source for practitioners and researchers, including instructors and students.

Advances in Artificial Intelligence - SBIA 2008

Author : Gerson Zaverucha,Augusto Loureiro da Costa
Publisher : Springer Science & Business Media
Page : 304 pages
File Size : 47,9 Mb
Release : 2008-10-08
Category : Computers
ISBN : 9783540881896

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Advances in Artificial Intelligence - SBIA 2008 by Gerson Zaverucha,Augusto Loureiro da Costa Pdf

This book constitutes the refereed proceedings of the 19th Brazilian Symposium on Artificial Intelligence, SBIA 2008, held in Salvador, Brazil, in October 2008. The 27 revised full papers presented together with 3 invited lectures and 3 tutorials were carefully reviewed and selected from 142 submissions. The papers are organized in topical sections on computer vision and pattern recognition, distributed AI: autonomous agents, multi-agent systems and game knowledge representation and reasoning, machine learning and data mining, natural language processing, and robotics.

Multiagent Systems, second edition

Author : Gerhard Weiss
Publisher : MIT Press
Page : 917 pages
File Size : 44,9 Mb
Release : 2016-10-28
Category : Computers
ISBN : 9780262533874

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Multiagent Systems, second edition by Gerhard Weiss Pdf

The new edition of an introduction to multiagent systems that captures the state of the art in both theory and practice, suitable as textbook or reference. Multiagent systems are made up of multiple interacting intelligent agents—computational entities to some degree autonomous and able to cooperate, compete, communicate, act flexibly, and exercise control over their behavior within the frame of their objectives. They are the enabling technology for a wide range of advanced applications relying on distributed and parallel processing of data, information, and knowledge relevant in domains ranging from industrial manufacturing to e-commerce to health care. This book offers a state-of-the-art introduction to multiagent systems, covering the field in both breadth and depth, and treating both theory and practice. It is suitable for classroom use or independent study. This second edition has been completely revised, capturing the tremendous developments in multiagent systems since the first edition appeared in 1999. Sixteen of the book's seventeen chapters were written for this edition; all chapters are by leaders in the field, with each author contributing to the broad base of knowledge and experience on which the book rests. The book covers basic concepts of computational agency from the perspective of both individual agents and agent organizations; communication among agents; coordination among agents; distributed cognition; development and engineering of multiagent systems; and background knowledge in logics and game theory. Each chapter includes references, many illustrations and examples, and exercises of varying degrees of difficulty. The chapters and the overall book are designed to be self-contained and understandable without additional material. Supplemental resources are available on the book's Web site. Contributors Rafael Bordini, Felix Brandt, Amit Chopra, Vincent Conitzer, Virginia Dignum, Jürgen Dix, Ed Durfee, Edith Elkind, Ulle Endriss, Alessandro Farinelli, Shaheen Fatima, Michael Fisher, Nicholas R. Jennings, Kevin Leyton-Brown, Evangelos Markakis, Lin Padgham, Julian Padget, Iyad Rahwan, Talal Rahwan, Alex Rogers, Jordi Sabater-Mir, Yoav Shoham, Munindar P. Singh, Kagan Tumer, Karl Tuyls, Wiebe van der Hoek, Laurent Vercouter, Meritxell Vinyals, Michael Winikoff, Michael Wooldridge, Shlomo Zilberstein

Speech and Automata in Health Care

Author : Amy Neustein
Publisher : Walter de Gruyter GmbH & Co KG
Page : 288 pages
File Size : 53,7 Mb
Release : 2014-11-10
Category : Technology & Engineering
ISBN : 9781614519607

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Speech and Automata in Health Care by Amy Neustein Pdf

Examines various speech technologies deployed in healthcare service robots to maximize the robot's ability to interpret user input. Demonstrates how robot anthropomorphic features and etiquette in behavior promotes user-positive emotions, acceptance of robots, and compliance with robot requests. Analyzes how multimodal medical-service robots and other cyber-physical systems can reduce mistakes and mishaps in the operating room. Evaluates various input methods for improving acceptance of robots in the older adult population. Presents case studies of cognitively and socially engaging robots in the long-term care setting for helping older adults with activities of daily living and in the pediatric setting for helping children with autism spectrum conditions and metabolic disorders. Speech and Automata in Health Care forges new ground by closely analyzing how three separate disciplines - speech technology, robotics, and medical/surgical/assistive care - intersect with one another, resulting in an innovative way of diagnosing and treating both juvenile and adult illnesses and conditions. This includes the use of speech-enabled robotics to help the elderly population cope with common problems associated with aging caused by the diminution in their sensory, auditory and motor capabilities. By examining the emerging nexus of speech, automata, and health care, the authors demonstrate the exciting potential of automata, both speech-driven and multimodal, to affect the healthcare delivery system so that it better meets the needs of the populations it serves. This book provides both empirical research findings and incisive literature reviews that demonstrate some of the more novel uses of speech-enabled and multimodal automata in the operating room, hospital ward, long-term care facility, and in the home. Studies backed by major universities, research institutes, and by EU-funded collaborative projects are debuted in this volume. This volume provides a wealth of timely material for industrial engineers, speech scientists, computational linguists, and for signal processing and intelligent systems design experts. Topics include: Spoken Interaction with Healthcare Robots Service Robot Feature Effects on Patient Acceptance/Emotional Response Designing Embodied and Virtual Agents for the Operating Room The Emerging Role of Robotics for Personal Health Management in the Older-Adult Population Why Input Methods for Robots that Serve the Older Adult Are Critical for Usability Socially and Cognitively Engaging Robots in the Long-Term Care Setting Voice-Enabled Assistive Robots for Managing Autism Spectrum Conditions ASR and TTS for Voice-Controlled Robot Interactions in Treating Children with Metabolic Disorders