Probabilistic Inductive Logic Programming

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Publisher : Springer
ISBN 13 : 354078652X
Total Pages : 348 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Probabilistic Inductive Logic Programming by : Luc De Raedt

Download or read book Probabilistic Inductive Logic Programming written by Luc De Raedt and published by Springer. This book was released on 2008-02-26 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an introduction to probabilistic inductive logic programming. It places emphasis on the methods based on logic programming principles and covers formalisms and systems, implementations and applications, as well as theory.

An Inductive Logic Programming Approach to Statistical Relational Learning

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Author :
Publisher : IOS Press
ISBN 13 : 9781586036744
Total Pages : 258 pages
Book Rating : 4.0/5 (367 download)

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Book Synopsis An Inductive Logic Programming Approach to Statistical Relational Learning by : Kristian Kersting

Download or read book An Inductive Logic Programming Approach to Statistical Relational Learning written by Kristian Kersting and published by IOS Press. This book was released on 2006 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: Talks about Logic Programming, Uncertainty Reasoning and Machine Learning. This book includes definitions that circumscribe the area formed by extending Inductive Logic Programming to cases annotated with probability values. It investigates the approach of Learning from proofs and the issue of upgrading Fisher Kernels to Relational Fisher Kernels.

Probabilistic Inductive Logic Programming

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3540786511
Total Pages : 348 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Probabilistic Inductive Logic Programming by : Luc De Raedt

Download or read book Probabilistic Inductive Logic Programming written by Luc De Raedt and published by Springer Science & Business Media. This book was released on 2008-03-14 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: The question, how to combine probability and logic with learning, is getting an increased attention in several disciplines such as knowledge representation, reasoning about uncertainty, data mining, and machine learning simulateously. This results in the newly emerging subfield known under the names of statistical relational learning and probabilistic inductive logic programming. This book provides an introduction to the field with an emphasis on the methods based on logic programming principles. It is concerned with formalisms and systems, implementations and applications, as well as with the theory of probabilistic inductive logic programming. The 13 chapters of this state-of-the-art survey start with an introduction to probabilistic inductive logic programming; moreover the book presents a detailed overview of the most important probabilistic logic learning formalisms and systems such as relational sequence learning techniques, using kernels with logical representations, Markov logic, the PRISM system, CLP(BN), Bayesian logic programs, and the independent choice logic. The third part provides a detailed account of some show-case applications of probabilistic inductive logic programming. The final part touches upon some theoretical investigations and includes chapters on behavioural comparison of probabilistic logic programming representations and a model-theoretic expressivity analysis.

Inductive Logic Programming

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3540738460
Total Pages : 466 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Inductive Logic Programming by : Stephen Muggleton

Download or read book Inductive Logic Programming written by Stephen Muggleton and published by Springer Science & Business Media. This book was released on 2007-07-27 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-proceedings of the 16th International Conference on Inductive Logic Programming, ILP 2006, held in Santiago de Compostela, Spain, in August 2006. The papers address all current topics in inductive logic programming, ranging from theoretical and methodological issues to advanced applications.

Foundations of Probabilistic Logic Programming

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Author :
Publisher : River Publishers
ISBN 13 : 8770220182
Total Pages : 424 pages
Book Rating : 4.7/5 (72 download)

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Book Synopsis Foundations of Probabilistic Logic Programming by : Fabrizio Riguzzi

Download or read book Foundations of Probabilistic Logic Programming written by Fabrizio Riguzzi and published by River Publishers. This book was released on 2018-09-01 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: Probabilistic Logic Programming extends Logic Programming by enabling the representation of uncertain information. Probabilistic Logic Programming is at the intersection of two wider research fields: the integration of logic and probability and Probabilistic Programming. Logic enables the representation of complex relations among entities while probability theory is useful for model uncertainty over attributes and relations. Combining the two is a very active field of study. Probabilistic Programming extends programming languages with probabilistic primitives that can be used to write complex probabilistic models. Algorithms for the inference and learning tasks are then provided automatically by the system. Probabilistic Logic programming is at the same time a logic language, with its knowledge representation capabilities, and a Turing complete language, with its computation capabilities, thus providing the best of both worlds. Since its birth, the field of Probabilistic Logic Programming has seen a steady increase of activity, with many proposals for languages and algorithms for inference and learning. Foundations of Probabilistic Logic Programming aims at providing an overview of the field with a special emphasis on languages under the Distribution Semantics, one of the most influential approaches. The book presents the main ideas for semantics, inference, and learning and highlights connections between the methods. Many examples of the book include a link to a page of the web application http://cplint.eu where the code can be run online.

Latest Advances In Inductive Logic Programming

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Author :
Publisher : World Scientific
ISBN 13 : 1783265108
Total Pages : 264 pages
Book Rating : 4.7/5 (832 download)

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Book Synopsis Latest Advances In Inductive Logic Programming by : Stephen Muggleton

Download or read book Latest Advances In Inductive Logic Programming written by Stephen Muggleton and published by World Scientific. This book was released on 2014-10-30 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book represents a selection of papers presented at the Inductive Logic Programming (ILP) workshop held at Cumberland Lodge, Great Windsor Park. The collection marks two decades since the first ILP workshop in 1991. During this period the area has developed into the main forum for work on logic-based machine learning. The chapters cover a wide variety of topics, ranging from theory and ILP implementations to state-of-the-art applications in real-world domains. The international contributors represent leaders in the field from prestigious institutions in Europe, North America and Asia.Graduate students and researchers in this field will find this book highly useful as it provides an up-to-date insight into the key sub-areas of implementation and theory of ILP. For academics and researchers in the field of artificial intelligence and natural sciences, the book demonstrates how ILP is being used in areas as diverse as the learning of game strategies, robotics, natural language understanding, query search, drug design and protein modelling.

Inductive Logic Programming

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Author :
Publisher : Springer
ISBN 13 : 3642388124
Total Pages : 283 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Inductive Logic Programming by : Fabrizio Riguzzi

Download or read book Inductive Logic Programming written by Fabrizio Riguzzi and published by Springer. This book was released on 2013-06-04 with total page 283 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-proceedings of the 22nd International Conference on Inductive Logic Programming, ILP 2012, held in Dubrovnik, Croatia, in September 2012. The 18 revised full papers were carefully reviewed and selected from 41 submissions. The papers cover the following topics: propositionalization, logical foundations, implementations, probabilistic ILP, applications in robotics and biology, grammatical inference, spatial learning and graph-based learning.

Inductive Logic Programming

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Author :
Publisher : Springer Nature
ISBN 13 : 3031492994
Total Pages : 190 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Inductive Logic Programming by : Elena Bellodi

Download or read book Inductive Logic Programming written by Elena Bellodi and published by Springer Nature. This book was released on 2023-12-21 with total page 190 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 32nd International Conference on Inductive Logic Programming, ILP 2023, held in Bari, Italy, during November 13–15, 2023. The 11 full papers and 1 short paper included in this book were carefully reviewed and selected from 18 submissions. They cover all aspects of learning in logic, multi-relational data mining, statistical relational learning, graph and tree mining, learning in other (non-propositional) logic-based knowledge representation frameworks, exploring intersections to statistical learning and other probabilistic approaches.

Inductive Logic Programming

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Author :
Publisher : Springer Nature
ISBN 13 : 3031556305
Total Pages : 167 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Inductive Logic Programming by : Stephen H. Muggleton

Download or read book Inductive Logic Programming written by Stephen H. Muggleton and published by Springer Nature. This book was released on with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Inductive Logic Programming

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Author :
Publisher : Springer
ISBN 13 : 3319780905
Total Pages : 195 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Inductive Logic Programming by : Nicolas Lachiche

Download or read book Inductive Logic Programming written by Nicolas Lachiche and published by Springer. This book was released on 2018-03-19 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 27th International Conference on Inductive Logic Programming, ILP 2017, held in Orléans, France, in September 2017. The 12 full papers presented were carefully reviewed and selected from numerous submissions. Inductive Logic Programming (ILP) is a subfield of machine learning, which originally relied on logic programming as a uniform representation language for expressing examples, background knowledge and hypotheses. Due to its strong representation formalism, based on first-order logic, ILP provides an excellent means for multi-relational learning and data mining, and more generally for learning from structured data.

Inductive Logic Programming

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Publisher : Springer
ISBN 13 : 3642138403
Total Pages : 268 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Inductive Logic Programming by : Luc Raedt

Download or read book Inductive Logic Programming written by Luc Raedt and published by Springer. This book was released on 2010-07-02 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 19th International Conference on Inductive Logic Programming, held in Leuven, Belgium, in July 2009.

Inductive Logic Programming

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Author :
Publisher : Springer
ISBN 13 : 3319999605
Total Pages : 183 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Inductive Logic Programming by : Fabrizio Riguzzi

Download or read book Inductive Logic Programming written by Fabrizio Riguzzi and published by Springer. This book was released on 2018-08-24 with total page 183 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed conference proceedings of the 28th International Conference on Inductive Logic Programming, ILP 2018, held in Ferrara, Italy, in September 2018. The 10 full papers presented were carefully reviewed and selected from numerous submissions. Inductive Logic Programming (ILP) is a subfield of machine learning, which originally relied on logic programming as a uniform representation language for expressing examples, background knowledge and hypotheses. Due to its strong representation formalism, based on first-order logic, ILP provides an excellent means for multi-relational learning and data mining, and more generally for learning from structured data.

Inductive Logic Programming

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3540425381
Total Pages : 270 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Inductive Logic Programming by : Celine Rouveirol

Download or read book Inductive Logic Programming written by Celine Rouveirol and published by Springer Science & Business Media. This book was released on 2001-08-29 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 11th International Conference on Inductive Logic Programming, ILP 2001, held in Strasbourg, France in September 2001. The 21 revised full papers presented were carefully reviewed and selected from 37 submissions. Among the topics addressed are data mining issues for multi-relational databases, supervised learning, inductive inference, Bayesian reasoning, learning refinement operators, neural network learning, constraint satisfaction, genetic algorithms, statistical machine learning, transductive inference, etc.

Inductive Logic Programming

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Publisher :
ISBN 13 : 9783662186947
Total Pages : 412 pages
Book Rating : 4.1/5 (869 download)

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Book Synopsis Inductive Logic Programming by : Stephen Muggleton

Download or read book Inductive Logic Programming written by Stephen Muggleton and published by . This book was released on 2014-01-15 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Inductive Logic Programming

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Author :
Publisher : Springer
ISBN 13 : 3540318518
Total Pages : 437 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Inductive Logic Programming by : Stefan Kramer

Download or read book Inductive Logic Programming written by Stefan Kramer and published by Springer. This book was released on 2005-08-29 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: 1 “Change is inevitable.” Embracing this quote we have tried to carefully exp- iment with the format of this conference, the 15th International Conference on Inductive Logic Programming, hopefully making it even better than it already was. But it will be up to you, the inquisitive reader of this book, to judge our success. The major changes comprised broadening the scope of the conference to include more diverse forms of non-propositional learning, to once again have tutorials on exciting new areas, and, for the ?rst time, to also have a discovery challenge as a platform for collaborative work. This year the conference was co-located with ICML 2005, the 22nd Inter- tional Conference on Machine Learning, and also in close proximity to IJCAI 2005, the 19th International Joint Conference on Arti?cial Intelligence. - location can be tricky, but we greatly bene?ted from the local support provided by Codrina Lauth, Michael May, and others. We were also able to invite all ILP and ICML participants to shared events including a poster session, an invited talk, and a tutorial about the exciting new area of “statistical relational lea- ing”. Two more invited talks were exclusively given to ILP participants and were presented as a kind of stock-taking—?ttingly so for the 15th event in a series—but also tried to provide a recipe for future endeavours.

Inductive Logic Programming

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Author :
Publisher : Springer
ISBN 13 : 3540784691
Total Pages : 318 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Inductive Logic Programming by : Hendrik Blockeel

Download or read book Inductive Logic Programming written by Hendrik Blockeel and published by Springer. This book was released on 2008-02-23 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains the post-conference proceedings of the 17th International Conference on Inductive Logic Programming. It covers current topics in inductive logic programming, from theoretical and methodological issues to advanced applications.

Inductive Logic Programming

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Author :
Publisher : Springer
ISBN 13 : 331923708X
Total Pages : 221 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Inductive Logic Programming by : Jesse Davis

Download or read book Inductive Logic Programming written by Jesse Davis and published by Springer. This book was released on 2015-12-26 with total page 221 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 24th International Conference on Inductive Logic Programming, ILP 2014, held in Nancy, France, in September 2014. The 14 revised papers presented were carefully reviewed and selected from 41 submissions. The papers focus on topics such as the inducing of logic programs, learning from data represented with logic, multi-relational machine learning, learning from graphs, and applications of these techniques to important problems in fields like bioinformatics, medicine, and text mining.