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Introduction to Semi-Supervised Learning(Paperback / softback)
Published:
08/06/2009
Semi-supervised learning is a learning paradigm concerned with the study of how computers and natural systems such as humans learn in the presence of both labeled and unlabeled data.
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Markov Logic(Paperback / softback)
An Interface Layer for Artificial Intelligence
Published:
23/06/2009
Most statistical models in wide use are special cases of Markov logic, and first-order logic is its infinite-weight limit.Table of Contents: Introduction / Markov Logic / Inference / Learning / Exte...
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Data Integration(Paperback / softback)
The Relational Logic Approach
Published:
15/03/2010
Data integration is a critical problem in our increasingly interconnected but inevitably heterogeneous world.Table of Contents: Preface / Interactive Edition / Introduction / Basic Concepts / Query ...
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Algorithms for Reinforcement Learning(Paperback / softback)
Published:
07/07/2010
Reinforcement learning is a learning paradigm concerned with learning to control a system so as to maximize a numerical performance measure that expresses a long-term objective. What distinguishes r...
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Learning with Support Vector Machines(Paperback / softback)
Published:
10/02/2011
Support Vectors Machines have become a well established tool within machine learning. We start with a simple Support Vector Machine for performing binary classification before considering multi-clas...
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Visual Object Recognition(Paperback / softback)
Published:
19/04/2011
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Trading Agents(Paperback / softback)
Published:
27/06/2011
Automated trading in electronic markets is one of the most common and consequential applications of autonomous software agents. The author illustrates trading strategy choices through examples of co...
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Human Computation(Paperback / softback)
Published:
30/06/2011
Human computation is a new and evolving research area that centers around harnessing human intelligence to solve computational problems that are beyond the scope of existing Artificial Intelligence ...
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Short Introduction to Preferences(Paperback / softback)
Between AI and Social Choice
Published:
25/07/2011
This book provides a concise introduction to the main research lines in this field, covering aspects such as preference modelling, uncertainty reasoning, social choice, stable matching, and computat...
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