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Learning Search Control Knowledge To Improve Plan Quality
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Book Synopsis Learning Search Control Knowledge by : Steven Minton
Download or read book Learning Search Control Knowledge written by Steven Minton and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 217 pages. Available in PDF, EPUB and Kindle. Book excerpt: The ability to learn from experience is a fundamental requirement for intelligence. One of the most basic characteristics of human intelligence is that people can learn from problem solving, so that they become more adept at solving problems in a given domain as they gain experience. This book investigates how computers may be programmed so that they too can learn from experience. Specifically, the aim is to take a very general, but inefficient, problem solving system and train it on a set of problems from a given domain, so that it can transform itself into a specialized, efficient problem solver for that domain. on a knowledge-intensive Recently there has been considerable progress made learning approach, explanation-based learning (EBL), that brings us closer to this possibility. As demonstrated in this book, EBL can be used to analyze a problem solving episode in order to acquire control knowledge. Control knowledge guides the problem solver's search by indicating the best alternatives to pursue at each choice point. An EBL system can produce domain specific control knowledge by explaining why the choices made during a problem solving episode were, or were not, appropriate.
Book Synopsis Intelligent Techniques for Planning by : Ioannis Vlahavas
Download or read book Intelligent Techniques for Planning written by Ioannis Vlahavas and published by IGI Global. This book was released on 2005-01-01 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Intelligent Techniques for Planning presents a number of modern approaches to the area of automated planning. These approaches combine methods from classical planning such as the construction of graphs and the use of domain-independent heuristics with techniques from other areas of artificial intelligence. This book discuses, in detail, a number of state-of-the-art planning systems that utilize constraint satisfaction techniques in order to deal with time and resources, machine learning in order to utilize experience drawn from past runs, methods from knowledge systems for more expressive representation of knowledge and ideas from other areas such as Intelligent Agents. Apart from the thorough analysis and implementation details, each chapter of the book also provides extensive background information about its subject and presents and comments on similar approaches done in the past.
Book Synopsis New Directions in AI Planning by : Malik Ghallab
Download or read book New Directions in AI Planning written by Malik Ghallab and published by . This book was released on 1996 with total page 422 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis IJCAI-97 by : International Joint Conferences on Artificial Intelligence
Download or read book IJCAI-97 written by International Joint Conferences on Artificial Intelligence and published by Morgan Kaufmann. This book was released on 1997 with total page 1720 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Lazy Learning written by David W. Aha and published by Springer Science & Business Media. This book was released on 2013-06-29 with total page 421 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited collection describes recent progress on lazy learning, a branch of machine learning concerning algorithms that defer the processing of their inputs, reply to information requests by combining stored data, and typically discard constructed replies. It is the first edited volume in AI on this topic, whose many synonyms include `instance-based', `memory-based'. `exemplar-based', and `local learning', and whose topic intersects case-based reasoning and edited k-nearest neighbor classifiers. It is intended for AI researchers and students interested in pursuing recent progress in this branch of machine learning, but, due to the breadth of its contributions, it should also interest researchers and practitioners of data mining, case-based reasoning, statistics, and pattern recognition.
Book Synopsis Advances in Artificial Intelligence by : Howard J. Hamilton
Download or read book Advances in Artificial Intelligence written by Howard J. Hamilton and published by Springer. This book was released on 2003-06-26 with total page 462 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 13th Biennial Conference of the Canadian Society for Computational Studies of Intelligence, AI 2000, held in Montreal, Quebec, Canada, in May 2000. The 25 revised full papers presented together with 12 10-page posters were carefully reviewed and selected from more than 70 submissions. The papers are organized in topical sections on games and constraint satisfaction; natural language processing; knowledge representation; AI applications; machine learning and data mining; planning, theorem proving, and artificial life; and neural networks.
Book Synopsis Machine Learning by : Lorenza Saitta
Download or read book Machine Learning written by Lorenza Saitta and published by Morgan Kaufmann Publishers. This book was released on 1996 with total page 580 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Changes of Problem Representation by : Eugene Fink
Download or read book Changes of Problem Representation written by Eugene Fink and published by Physica. This book was released on 2013-03-20 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of our research is to enhance the efficiency of AI problem solvers by automating representation changes. We have developed a system that improves the description of input problems and selects an appropriate search algorithm for each given problem. Motivation. Researchers have accumulated much evidence on the impor tance of appropriate representations for the efficiency of AI systems. The same problem may be easy or difficult, depending on the way we describe it and on the search algorithm we use. Previous work on the automatic im provement of problem descriptions has mostly been limited to the design of individual learning algorithms. The user has traditionally been responsible for the choice of algorithms appropriate for a given problem. We present a system that integrates multiple description-changing and problem-solving algorithms. The purpose of the reported work is to formalize the concept of representation and to confirm the following hypothesis: An effective representation-changing system can be built from three parts: • a library of problem-solving algorithms; • a library of algorithms that improve problem descriptions; • a control module that selects algorithms for each given problem.
Book Synopsis Automated Planning by : Malik Ghallab
Download or read book Automated Planning written by Malik Ghallab and published by Elsevier. This book was released on 2004-05-03 with total page 665 pages. Available in PDF, EPUB and Kindle. Book excerpt: Publisher Description
Book Synopsis Proceedings of the ... International Florida AI Research Society Conference by :
Download or read book Proceedings of the ... International Florida AI Research Society Conference written by and published by . This book was released on 1999 with total page 576 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Encyclopedia of Machine Learning by : Claude Sammut
Download or read book Encyclopedia of Machine Learning written by Claude Sammut and published by Springer Science & Business Media. This book was released on 2011-03-28 with total page 1061 pages. Available in PDF, EPUB and Kindle. Book excerpt: This comprehensive encyclopedia, in A-Z format, provides easy access to relevant information for those seeking entry into any aspect within the broad field of Machine Learning. Most of the entries in this preeminent work include useful literature references.
Author :Canadian Society for Computational Studies of Intelligence. Conference Publisher : ISBN 13 : Total Pages :480 pages Book Rating :4.3/5 (91 download)
Book Synopsis Advances in Artificial Intelligence by : Canadian Society for Computational Studies of Intelligence. Conference
Download or read book Advances in Artificial Intelligence written by Canadian Society for Computational Studies of Intelligence. Conference and published by . This book was released on 2000 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Proceedings of the ... International Joint Conference on Artificial Intelligence by :
Download or read book Proceedings of the ... International Joint Conference on Artificial Intelligence written by and published by . This book was released on 1997 with total page 892 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Resources in Education written by and published by . This book was released on 1998 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Technological, Managerial and Organizational Core Competencies: Dynamic Innovation and Sustainable Development by : Nobre, Farley Simon
Download or read book Technological, Managerial and Organizational Core Competencies: Dynamic Innovation and Sustainable Development written by Nobre, Farley Simon and published by IGI Global. This book was released on 2011-09-30 with total page 731 pages. Available in PDF, EPUB and Kindle. Book excerpt: Innovation involves a set of processes which support the production and transformation of knowledge into new processes, technologies and products, goods and services, and provide an organization with particular strengths and value relative to other firms. In such a view, innovation is a key source of customer benefits and sustainable competitive advantage. Technological, Managerial and Organizational Core Competencies: Dynamic Innovation and Sustainable Development investigates the impact of knowledge management, information systems, finance, organizational networks, internationalization, strategic management, marketing, entrepreneurship, and sustainability on an organization that pursues dynamic innovation and sustainable advantage. This book provides research and practice for graduate and undergraduate programs, as well as business firms with different technological, managerial, and organizational perspectives. Further Description from the Editors: This book represents the culmination of an international project to compile inter-disciplinary research that most contributes to innovation. More specifically, this book is about innovation in firms, industries, nations and society. It speaks to professionals and researchers who want to improve their understanding of dynamic innovation and sustainable development. The Editors’ goal is to foster cross-pollination among researchers. To this aim, the Editors have selected and assembled 35 chapters that illustrate multidisciplinary theoretical perspectives and empiric results on innovation and the roles of Sustainability, Organizational Networks, Entrepreneurship, Knowledge Management, R&D&T (Research, Development and Technology) Management, Marketing, Finance, Internationalization, and Information Systems in the organization that pursues dynamic innovation and sustainable development. Innovation involves processes, organizational elements (or resources), and Organizational Abilities (OA) that support the production and transformation of knowledge into new knowledge, processes, structures, technologies and products, goods and services. At the firm and industry levels of analysis, innovation can provide organizations with strengths relative to other firms, clusters, and nations and it is a key source of customer benefits and sustainable development. At the collective and societal levels of analysis, innovation can provide humanity with economic, social and environmental wealth through sustainable development. The uniqueness of this book lies in the participants’ efforts to identify Organizations' Creative Areas (OCA) that can provide core competencies for the organization in pursuit of dynamic innovation and sustainable development. In this perspective, innovation is a dynamic system and it is contingent upon a set of core competencies that couple to each other. Therefore, changing of even one competence can affect the organization's ability to innovate. The book avoids the term competitive advantage and adopts a more fruitful perspective of sustainable development – “the process of achieving human development … in an inclusive, connected, equitable, prudent, and secure manner”. An inclusive perspective sees traditional competitive advantage as occupying one extreme, whereas truly sustainable development occupies the opposite extreme. Sustainable development must benefit not only the organization and its customers, but also the whole society and the future of humanity through sustainability. Most chapters of this book fall between these extremes.
Book Synopsis Environment Materials and Environment Management, EMEM2010 by : Zhen Yu Du
Download or read book Environment Materials and Environment Management, EMEM2010 written by Zhen Yu Du and published by Trans Tech Publications Ltd. This book was released on 2010-06-07 with total page 2456 pages. Available in PDF, EPUB and Kindle. Book excerpt: Selected, peer reviewed papers from the 2010 International Conference of Environment Materials and Environment Management (EMEM 2010) will be held on July 24-25, 2010 in Harbin, China
Book Synopsis Advances in Neural Information Processing Systems 16 by : Sebastian Thrun
Download or read book Advances in Neural Information Processing Systems 16 written by Sebastian Thrun and published by MIT Press. This book was released on 2004 with total page 1694 pages. Available in PDF, EPUB and Kindle. Book excerpt: Papers presented at the 2003 Neural Information Processing Conference by leading physicists, neuroscientists, mathematicians, statisticians, and computer scientists. The annual Neural Information Processing (NIPS) conference is the flagship meeting on neural computation. It draws a diverse group of attendees -- physicists, neuroscientists, mathematicians, statisticians, and computer scientists. The presentations are interdisciplinary, with contributions in algorithms, learning theory, cognitive science, neuroscience, brain imaging, vision, speech and signal processing, reinforcement learning and control, emerging technologies, and applications. Only thirty percent of the papers submitted are accepted for presentation at NIPS, so the quality is exceptionally high. This volume contains all the papers presented at the 2003 conference.
