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2014 (4)

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Book
Bayesian reasoning and machine learning
Author:
ISBN: 9780521518147 0521518148 Year: 2014 Publisher: Cambridge ; New York : Cambridge University Press,

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Abstract

"Machine learning methods extract value from vast data sets quickly and with modest resources. They are established tools in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis, and robot locomotion, and their use is spreading rapidly. People who know the methods have their choice of rewarding jobs. This hands-on text opens these opportunities to computer science students with modest mathematical backgrounds. It is designed for final-year undergraduates and master's students with limited background in linear algebra and calculus. Comprehensive and coherent, it develops everything from basic reasoning to advanced techniques within the framework of graphical models. Students learn more than a menu of techniques, they develop analytical and problem-solving skills that equip them for the real world. Numerous examples and exercises, both computer based and theoretical, are included in every chapter. Resources for students and instructors, including a MATLAB toolbox, are available online"-- "Vast amounts of data present amajor challenge to all thoseworking in computer science, and its many related fields, who need to process and extract value from such data. Machine learning technology is already used to help with this task in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis and robot locomotion. As its usage becomes more widespread, no student should be without the skills taught in this book. Designed for final-year undergraduate and graduate students, this gentle introduction is ideally suited to readers without a solid background in linear algebra and calculus. It covers everything from basic reasoning to advanced techniques in machine learning, and rucially enables students to construct their own models for real-world problems by teaching them what lies behind the methods. Numerous examples and exercises are included in the text. Comprehensive resources for students and instructors are available online"--

Keywords

519.22 --- 519.22 Statistical theory. Statistical models. Mathematical statistics in general --- Statistical theory. Statistical models. Mathematical statistics in general --- Machine learning. --- Bayesian statistical decision theory. --- Computers --- Computer Vision & Pattern Recognition. --- Bayesian statistical decision theory --- Machine learning --- Learning, Machine --- Artificial intelligence --- Machine theory --- Bayes' solution --- Bayesian analysis --- Statistical decision --- Machine Learning --- COMPUTERS / Computer Vision & Pattern Recognition. --- Apprentissage automatique --- Statistique bayésienne --- Artificial Intelligence --- Bayes Theorem --- Analysis, Bayesian --- Bayesian Approach --- Bayesian Analysis --- Bayesian Forecast --- Bayesian Method --- Bayesian Prediction --- Approach, Bayesian --- Approachs, Bayesian --- Bayesian Approachs --- Forecast, Bayesian --- Method, Bayesian --- Prediction, Bayesian --- Theorem, Bayes --- Computational Intelligence --- AI (Artificial Intelligence) --- Computer Reasoning --- Computer Vision Systems --- Knowledge Acquisition (Computer) --- Knowledge Representation (Computer) --- Machine Intelligence --- Acquisition, Knowledge (Computer) --- Computer Vision System --- Intelligence, Artificial --- Intelligence, Computational --- Intelligence, Machine --- Knowledge Representations (Computer) --- Reasoning, Computer --- Representation, Knowledge (Computer) --- System, Computer Vision --- Systems, Computer Vision --- Vision System, Computer --- Vision Systems, Computer --- Heuristics --- 681.3*I2 --- 681.3*I2 Artificial intelligence. AI --- Artificial intelligence. AI


Periodical
Frontiers in robotics and AI.
Author:
ISSN: 22969144 Year: 2014 Publisher: Lausanne, Switzerland : Frontiers Media SA,

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Keywords

Robotics --- Artificial intelligence --- Artificial intelligence. --- Robotics. --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- robotics --- ai --- computational intelligence --- biomedical robotics --- bionics --- evolutionary robotics --- Automation --- Machine theory --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Mechanical Engineering - General --- field robotics --- human-robot interaction --- Artificial Intelligence. --- Soft Robotics --- Remote Operations (Robotics) --- Telerobotics --- Operation, Remote (Robotics) --- Operations, Remote (Robotics) --- Remote Operation (Robotics) --- Robotic, Soft --- Robotics, Soft --- Soft Robotic --- Exoskeleton Device --- Computational Intelligence --- AI (Artificial Intelligence) --- Computer Reasoning --- Computer Vision Systems --- Knowledge Acquisition (Computer) --- Knowledge Representation (Computer) --- Machine Intelligence --- Acquisition, Knowledge (Computer) --- Computer Vision System --- Intelligence, Computational --- Intelligence, Machine --- Knowledge Representations (Computer) --- Reasoning, Computer --- Representation, Knowledge (Computer) --- System, Computer Vision --- Systems, Computer Vision --- Vision System, Computer --- Vision Systems, Computer --- Heuristics --- Companion Robots --- Social Robots --- Socially Assistive Robots --- Assistive Robot, Socially --- Assistive Robots, Socially --- Companion Robot --- Robot, Companion --- Robot, Social --- Robot, Socially Assistive --- Robots, Companion --- Robots, Social --- Robots, Socially Assistive --- Social Robot --- Socially Assistive Robot


Book
Intelligent Tools for Building a Scientific Information Platform: From Research to Implementation
Authors: --- --- --- --- --- et al.
ISBN: 3319047132 3319047140 Year: 2014 Publisher: Cham : Springer International Publishing : Imprint: Springer,

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Abstract

This book is a selection of results obtained within three years of research performed under SYNAT—a nation-wide scientific project aiming at creating an infrastructure for scientific content storage and sharing for academia, education and open knowledge society in Poland. The book is intended to be the last of the series related to the SYNAT project. The previous books, titled “Intelligent Tools for Building a Scientific Information Platform” and “Intelligent Tools for Building a Scientific Information Platform: Advanced Architectures and Solutions”, were published as volumes 390 and 467 in Springer's Studies in Computational Intelligence. Its contents is based on the SYNAT 2013 Workshop held in Warsaw. The papers included in this volume present an overview and insight into information retrieval, repository systems, text processing, ontology-based systems, text mining, multimedia data processing and advanced software engineering, addressing the problems of implementing intelligent tools for building a scientific information platform.

Keywords

Engineering. --- Artificial intelligence. --- Library science. --- Computational Intelligence. --- Artificial Intelligence (incl. Robotics). --- Library Science. --- Information storage and retrieval systems --- Computational intelligence --- Publication Formats --- Information Science --- Publication Characteristics --- Artificial Intelligence --- Information Storage and Retrieval --- Computing Methodologies --- Congresses --- Engineering & Applied Sciences --- Computer Science --- Science --- High Performance Computing --- Methodologies, Computing --- Computing Methodology --- Computing, High Performance --- Methodology, Computing --- Performance Computing, High --- Data Files --- Data Linkage --- Data Retrieval --- Data Sources --- Data Storage --- Data Storage and Retrieval --- Information Extraction --- Information Storage --- Machine-Readable Data Files --- Information Retrieval --- Data File --- Data File, Machine-Readable --- Data Files, Machine-Readable --- Data Source --- Extraction, Information --- Files, Machine-Readable Data --- Information Extractions --- Machine Readable Data Files --- Machine-Readable Data File --- Retrieval, Data --- Storage, Data --- Computational Intelligence --- AI (Artificial Intelligence) --- Computer Reasoning --- Computer Vision Systems --- Knowledge Acquisition (Computer) --- Knowledge Representation (Computer) --- Machine Intelligence --- Acquisition, Knowledge (Computer) --- Computer Vision System --- Intelligence, Artificial --- Intelligence, Computational --- Intelligence, Machine --- Knowledge Representations (Computer) --- Reasoning, Computer --- Representation, Knowledge (Computer) --- System, Computer Vision --- Systems, Computer Vision --- Vision System, Computer --- Vision Systems, Computer --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Computer-based information systems --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Librarianship --- Library economy --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Construction --- Information Sciences --- Science, Information --- Sciences, Information --- Computational intelligence. --- Computer systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Information retrieval --- Artificial Intelligence. --- Bibliography --- Documentation --- Information science --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Industrial arts --- Technology --- Artificial intelligence --- Soft computing --- SYNAT --- Intelligent tools --- Scientific information platform


Book
Technologies of Inclusive Well-Being : Serious Games, Alternative Realities, and Play Therapy
Authors: --- ---
ISBN: 3642454313 3642454321 Year: 2014 Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,

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This book is the first single volume that brings together the topics of serious games, alternative realities, and play therapy. The focus is on the use of digital media for the therapeutic benefit and well-being of a wide range of people−spanning those with special needs to the elderly to entire urban neighborhoods. This book brings together these topics to demonstrate the increasing trans/inter/multi-disciplinary initiatives apparent today in science, medicine, and academic research−interdisciplinary initiative that are already profoundly impacting society.  .

Keywords

Engineering. --- Artificial intelligence. --- Biomedical engineering. --- Computational Intelligence. --- Artificial Intelligence (incl. Robotics). --- Biomedical Engineering. --- Virtual reality therapy --- Physical Medicine --- Health Services --- Psychotherapy --- Therapeutics --- Sensory Art Therapies --- Computer Systems --- Complementary Therapies --- Analytical, Diagnostic and Therapeutic Techniques and Equipment --- Behavioral Disciplines and Activities --- Health Care Facilities, Manpower, and Services --- Medicine --- Computing Methodologies --- Information Science --- Health Occupations --- Psychiatry and Psychology --- Health Care --- Disciplines and Occupations --- Rehabilitation --- Computers --- Play Therapy --- Engineering & Applied Sciences --- Psychiatry --- Health & Biological Sciences --- Computer Science --- Sandplay --- Sandplay Therapy --- Therapy, Play --- Play Therapies --- Sandplay Therapies --- Sandplays --- Therapies, Play --- Therapies, Sandplay --- Therapy, Sandplay --- Calculators, Programmable --- Computer Hardware --- Computers, Digital --- Hardware, Computer --- Calculator, Programmable --- Computer --- Computer, Digital --- Digital Computer --- Digital Computers --- Programmable Calculator --- Programmable Calculators --- Habilitation --- Disease --- Community-Based Distribution --- Contraceptive Distribution --- Delivery of Healthcare --- Dental Care Delivery --- Distribution, Non-Clinical --- Distribution, Nonclinical --- Distributional Activities --- Healthcare --- Healthcare Delivery --- Healthcare Systems --- Non-Clinical Distribution --- Nonclinical Distribution --- Delivery of Dental Care --- Health Care Delivery --- Health Care Systems --- Activities, Distributional --- Activity, Distributional --- Care, Health --- Community Based Distribution --- Community-Based Distributions --- Contraceptive Distributions --- Deliveries, Healthcare --- Delivery, Dental Care --- Delivery, Health Care --- Delivery, Healthcare --- Distribution, Community-Based --- Distribution, Contraceptive --- Distribution, Non Clinical --- Distributional Activity --- Distributions, Community-Based --- Distributions, Contraceptive --- Distributions, Non-Clinical --- Distributions, Nonclinical --- Health Care System --- Healthcare Deliveries --- Healthcare System --- Non Clinical Distribution --- Non-Clinical Distributions --- Nonclinical Distributions --- System, Health Care --- System, Healthcare --- Systems, Health Care --- Systems, Healthcare --- Health Professions --- Health Occupation --- Health Profession --- Occupation, Health --- Occupations, Health --- Profession, Health --- Professions, Health --- Information Sciences --- Science, Information --- Sciences, Information --- High Performance Computing --- Methodologies, Computing --- Computing Methodology --- Computing, High Performance --- Methodology, Computing --- Performance Computing, High --- Medical Specialities --- Medical Specialties --- Medical Specialty --- Specialities, Medical --- Specialties, Medical --- Specialty, Medical --- Medical Speciality --- Speciality, Medical --- Healthcare Facilities, Manpower, and Services --- Alternative Therapies --- Therapy, Alternative --- Therapy, Complementary --- Alternative Medicine --- Complementary Medicine --- Medicine, Alternative --- Medicine, Complementary --- Therapies, Alternative --- Therapies, Complementary --- Organization, Computer Systems --- Computer Architecture --- Computer Systems Development --- Computer Systems Evaluation --- Computer Systems Organization --- Real-Time Systems --- Architecture, Computer --- Architectures, Computer --- Computer Architectures --- Computer System --- Computer Systems Evaluations --- Development, Computer Systems --- Evaluation, Computer Systems --- Evaluations, Computer Systems --- Real Time Systems --- Real-Time System --- System, Computer --- System, Real-Time --- Systems, Computer --- Systems, Real-Time --- Art Therapies, Sensory --- Therapies, Sensory Art --- Therapy --- Treatment --- Therapeutic --- Therapies --- Treatments --- Clinical Psychotherapists --- Logotherapy --- Psychotherapists --- Clinical Psychotherapist --- Logotherapies --- Psychotherapies --- Psychotherapist --- Psychotherapist, Clinical --- Psychotherapists, Clinical --- Services, Health --- Health Service --- Service, Health --- Medicine, Physical --- Physiatrics --- Physical Medicine and Rehabilitation --- Physiatry --- VRT (Virtual reality therapy) --- Clinical engineering --- Medical engineering --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Construction --- rehabilitation --- therapy --- Computational intelligence. --- Virtual reality therapy. --- Virtual reality in medicine --- Artificial Intelligence. --- Biomedical Engineering and Bioengineering. --- Bioengineering --- Biophysics --- Engineering --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Industrial arts --- Technology --- Intelligence, Computational --- Artificial intelligence --- Soft computing

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