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Author: Johannes Fürnkranz
Publisher: Springer Science & Business Media
ISBN: 3642141250
Category : Computers
Languages : en
Pages : 457
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Book Description
The topic of preferences is a new branch of machine learning and data mining, and it has attracted considerable attention in artificial intelligence research in previous years. It involves learning from observations that reveal information about the preferences of an individual or a class of individuals. Representing and processing knowledge in terms of preferences is appealing as it allows one to specify desires in a declarative way, to combine qualitative and quantitative modes of reasoning, and to deal with inconsistencies and exceptions in a flexible manner. And, generalizing beyond training data, models thus learned may be used for preference prediction. This is the first book dedicated to this topic, and the treatment is comprehensive. The editors first offer a thorough introduction, including a systematic categorization according to learning task and learning technique, along with a unified notation. The first half of the book is organized into parts on label ranking, instance ranking, and object ranking; while the second half is organized into parts on applications of preference learning in multiattribute domains, information retrieval, and recommender systems. The book will be of interest to researchers and practitioners in artificial intelligence, in particular machine learning and data mining, and in fields such as multicriteria decision-making and operations research.
Author: Johannes Fürnkranz
Publisher: Springer Science & Business Media
ISBN: 3642141250
Category : Computers
Languages : en
Pages : 457
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Book Description
The topic of preferences is a new branch of machine learning and data mining, and it has attracted considerable attention in artificial intelligence research in previous years. It involves learning from observations that reveal information about the preferences of an individual or a class of individuals. Representing and processing knowledge in terms of preferences is appealing as it allows one to specify desires in a declarative way, to combine qualitative and quantitative modes of reasoning, and to deal with inconsistencies and exceptions in a flexible manner. And, generalizing beyond training data, models thus learned may be used for preference prediction. This is the first book dedicated to this topic, and the treatment is comprehensive. The editors first offer a thorough introduction, including a systematic categorization according to learning task and learning technique, along with a unified notation. The first half of the book is organized into parts on label ranking, instance ranking, and object ranking; while the second half is organized into parts on applications of preference learning in multiattribute domains, information retrieval, and recommender systems. The book will be of interest to researchers and practitioners in artificial intelligence, in particular machine learning and data mining, and in fields such as multicriteria decision-making and operations research.
Author: Richard E. Wagner
Publisher: Springer
ISBN: 3030030806
Category : Business & Economics
Languages : en
Pages : 1167
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Book Description
“A fine collection of essays exploring, and in many cases extending, Jim Buchanan’s many contributions and insights to economic, political, and social theory.”– Bruce Caldwell, Professor of Economics, Duke University, USA"The overwhelming impression the reader gets from this very fine collection is the extraordinary expanse of James Buchanan's work. Everyone interested in economics and related fields can profit mightily from this book."– Mario Rizzo, Professor of Economics, New York University, USA This book explores the academic contribution of James Buchanan, who received the Nobel Prize for economics in 1986. Buchanan’s receipt of the Prize is noteworthy because he was a maverick within the economics profession. In contrast to the preponderance of economists, Buchanan made little use of mathematics and no use of econometrics, preferring to used logic and language to insert his ideas into the scholarly community. Moreover, his ideas extended the domain of economic inquiry along many paths that numerous economists subsequently pursued. Buchanan’s scholarship brought economics and political science together under the rubric of public choice. He was also was a prime figure in bringing economic theory into closer contact with moral and social philosophy.This volume includes essays distributed across the extensive domain of Buchanan’s scholarly contributions, reflecting the range of his scholarly interests. Chapters will examine Buchanan’s scholarly work on public finance, social insurance, public debt, public choice, economic methodology, constitutional political economy, law and economics, and ethics and social theory. The book also examines Buchanan in relation to other prominent economists, both from the distant past and the recent past.
Author:
Publisher:
ISBN:
Category : Applied linguistics
Languages : en
Pages : 432
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Book Description
Author: Karrie A. Shogren
Publisher: Taylor & Francis
ISBN: 1040111009
Category : Education
Languages : en
Pages : 738
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Book Description
Now in its second edition, this comprehensive handbook emphasizes research-based practices for educating students with intellectual disability across the life course, from early childhood supports through the transition to adulthood. Driven by the collaboration of accomplished, nationally recognized professionals of varied approaches, lived experience and expertise, and philosophies, the book is updated with new theory and research-based practices that have been shown to be effective through multiple methodologies, to help readers select interventions and supports based on the evidence of their effectiveness. Considering the field of intellectual disability from a transdisciplinary perspective, it integrates a greater focus on advancing equity in educational outcomes for students. This book is a professional resource and graduate level text for preservice and in-service educators, psychologists, speech/language therapists and other clinicians involved in the education of children, youth, and adults with intellectual disability.
Author: Amel Bennaceur
Publisher: Springer
ISBN: 331996562X
Category : Computers
Languages : en
Pages : 260
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Book Description
Machine learning of software artefacts is an emerging area of interaction between the machine learning and software analysis communities. Increased productivity in software engineering relies on the creation of new adaptive, scalable tools that can analyse large and continuously changing software systems. These require new software analysis techniques based on machine learning, such as learning-based software testing, invariant generation or code synthesis. Machine learning is a powerful paradigm that provides novel approaches to automating the generation of models and other essential software artifacts. This volume originates from a Dagstuhl Seminar entitled "Machine Learning for Dynamic Software Analysis: Potentials and Limits” held in April 2016. The seminar focused on fostering a spirit of collaboration in order to share insights and to expand and strengthen the cross-fertilisation between the machine learning and software analysis communities. The book provides an overview of the machine learning techniques that can be used for software analysis and presents example applications of their use. Besides an introductory chapter, the book is structured into three parts: testing and learning, extension of automata learning, and integrative approaches.
Author: Halimah Badioze Zaman
Publisher: Springer
ISBN: 3642252001
Category : Computers
Languages : en
Pages : 449
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Book Description
The two-volume set LNCS 7066 and LNCS 7067 constitutes the proceedings of the Second International Visual Informatics Conference, IVIC 2011, held in Selangor, Malaysia, during November 9-11, 2011. The 71 revised papers presented were carefully reviewed and selected for inclusion in these proceedings. They are organized in topical sections named computer vision and simulation; virtual image processing and engineering; visual computing; and visualisation and social computing. In addition the first volume contains two keynote speeches in full paper length, and one keynote abstract.
Author: Robert Sugden
Publisher: Oxford University Press
ISBN: 019255879X
Category : Business & Economics
Languages : en
Pages : 468
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Book Description
The Community of Advantage asks how economists should do normative analysis. Normative analysis in economics has usually aimed at satisfying individuals' preferences. Its conclusions have supported a long- standing liberal tradition of economics that values economic freedom and views markets favourably. However, behavioural research shows that individuals' preferences, as revealed in choices, are often unstable, and vary according to contextual factors that seem irrelevant for welfare. Robert Sugden proposes a reformulation of normative economics that is compatible with what is now known about the psychology of choice. The growing consensus in favour of paternalism and 'nudging' is based on a very different way of reconciling normative economics with behavioural findings. This is to assume that people have well-defined 'latent' preferences which, because of psychologically-induced errors, are not always revealed in actual choices. The economist's job is then to reconstruct latent preferences and to design policies to satisfy them. Challenging this consensus, The Community of Advantage argues that latent preference and error are psychologically ungrounded concepts, and that economics needs to be more radical in giving up rationality assumptions. Sugden advocates a kind of normative economics that does not use the concept of preference. Its recommendations are addressed, not to an imagined 'social planner', but to citizens, viewed as potential parties to mutually beneficial agreements. Its normative criterion is the provision of opportunities for individuals to participate in voluntary transactions. Using this approach, Sugden reconstructs many of the normative conclusions of the liberal tradition. He argues that a well-functioning market economy is an institution that individuals have reason to value, whether or not their preferences satisfy conventional axioms of rationality, and that individuals' motivations in such an economy can be cooperative rather than self-interested.
Author: Julien S. Bureau
Publisher: Frontiers Media SA
ISBN: 2832534376
Category : Science
Languages : en
Pages : 172
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Book Description
Author: Sidhu, Manjit Singh
Publisher: IGI Global
ISBN: 1799804674
Category : Technology & Engineering
Languages : en
Pages : 270
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Book Description
Visual multimedia applications integrate animation, sound, graphics, and video to create an engaging, interactive, and effective learning environment. Such software allows students to exercise more control over the pacing and sequencing of their own learning. With the availability of more sophisticated computers, the potential to employ multimedia has grown tremendously. Advanced Technology-Assisted Problem Solving in Engineering Education: Emerging Research and Opportunities is a critical scholarly publication that examines the development and use of interactive multimedia and mixed reality applications that are used to support engineering pedagogy and curriculum. Containing leading international findings, this advanced publication delivers quality research using learning and consultancy for developing tactics to decipher dilemmas within the field. Highlighting a range of topics such as data analysis, augmented reality, and multimedia, this book is ideal for educators, engineers, curriculum designers, educational software developers, IT consultants, researchers, academicians, and students.
Author: United States. Congress. Senate. Committee on Labor and Human Resources
Publisher:
ISBN:
Category : Business & Economics
Languages : en
Pages : 76
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Book Description
