Overview
Part of the book series: Synthesis Lectures on Artificial Intelligence and Machine Learning (SLAIML)
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Table of contents (10 chapters)
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Representations
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Inference
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Learning
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Beyond Probabilities
About this book
Authors and Affiliations
About the authors
Sriraam Natarajan is an assistant professor at Indiana University. He was previously an assistant professor at Wake Forest School of Medicine, a post-doctoral research associate at University of Wisconsin-Madison, and graduated with his Ph.D. from Oregon State University. His research interests lie in the field of artificial intelligence, with emphasis on machine learning, statistical relational learning and AI, reinforcement learning, graphical models, and biomedical applications. He has received the Young Investigator award from U.S. Army Research Office. He is the organizer of the key workshops in the field of Statistical Relational Learning and has co-organized the AAAI 2010, the UAI 2012, AAAI 2013, and AAAI 2014 workshops on Statistical Relational AI (StarAI), ICML 2012 Workshop on Statistical Relational Learning, and the ECML PKDD 2011 and 2012 workshops on Collective Learning and Inference on Structured Data (Co-LISD). He is also the co-chair of the AAAI student abstract and posters at AAAI 2014 and AAAI 2015.
David Poole is a professor of computer science at the University of British Columbia. He has a Ph.D. from the Australian National University. He is known for his work on assumption-based reasoning, diagnosis, relational probabilistic models, combining logic and probability, algorithms for probabilistic inference, representations for automated decision making, probabilistic reasoning with ontologies, and semantic science. He is a co-author of a new AI textbook, Artificial Intelligence: Foundations of Computational Agents (Cambridge University Press, 2010), co-author of an older AI textbook, Computational Intelligence: A Logical Approach (Oxford University Press, 1998), co-chair of AAAI-10 (twenty-Fourth AAAI Conference on Artificial Intelligence), and co-editor of the Proceedings of the Tenth Conference in Uncertainty in Artificial Intelligence (Morgan Kaufmann, 1994). He is a former associate editor of the Journal of AI Research, an the AI Journal, and the editorial board of AI Magazine. He is the chair of the Association for Uncertainty in Artificial Intelligence and is a Fellow of the Association for the Advancement Artificial Intelligence (AAAI). He is the winner of the Canadian AI Association (CAIAC) 2013 Lifetime Achievement Award. In the 2014–15 academic year he was a Leverhulme Trust visiting professor atthe University of Oxford.
Bibliographic Information
Book Title: Statistical Relational Artificial Intelligence
Book Subtitle: Logic, Probability, and Computation
Authors: Luc Raedt, Kristian Kersting, Sriraam Natarajan, David Poole
Series Title: Synthesis Lectures on Artificial Intelligence and Machine Learning
DOI: https://doi.org/10.1007/978-3-031-01574-8
Publisher: Springer Cham
eBook Packages: Synthesis Collection of Technology (R0), eBColl Synthesis Collection 6
Copyright Information: Springer Nature Switzerland AG 2016
Hardcover ISBN: 978-3-031-00022-5Published: 24 March 2016
eBook ISBN: 978-3-031-01574-8Published: 31 May 2022
Series ISSN: 1939-4608
Series E-ISSN: 1939-4616
Edition Number: 1
Number of Pages: XIV, 175
Topics: Artificial Intelligence, Machine Learning, Mathematical Models of Cognitive Processes and Neural Networks