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Author ILP (Conference) (22nd : 2012 : Dubrovnik, Croatia)

Title Inductive logic programming : 22nd International Conference, ILP 2012, Dubrovnik, Croatia, September 17-19, 2012 : revised selected papers / Fabrizio Riguzzi, Filip Železný (eds.)
Published Berlin ; New York : Springer, [2013]
©2013
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Description 1 online resource (x, 272 pages) : illustrations
Series Lecture notes in computer science, 1611-3349 ; 7842. Lecture notes in artificial intelligence
LNCS sublibrary. SL 7, Artificial intelligence
Lecture notes in computer science ; 7842. 1611-3349
Lecture notes in computer science. Lecture notes in artificial intelligence.
LNCS sublibrary. SL 7, Artificial intelligence.
Contents A Relational Approach to Tool-Use Learning in Robots / Solly Brown, Claude Sammut -- A Refinement Operator for Inducing Threaded-Variable Clauses / Angelos Charalambidis, Stasinos Konstantopoulos -- Propositionalisation of Continuous Attributes beyond Simple Aggregation / Soufiane El Jelali, Agnès Braud, Nicolas Lachiche -- Topic Models with Relational Features for Drug Design / Tanveer A. Faruquie, Ashwin Srinivasan, Ross D. King -- Pairwise Markov Logic / Daan Fierens, Kristian Kersting, Jesse Davis, Jian Chen -- Evaluating Inference Algorithms for the Prolog Factor Language / Tiago Gomes, Vítor Santos Costa -- Polynomial Time Pattern Matching Algorithm for Ordered Graph Patterns / Takahiro Hino, Yusuke Suzuki, Tomoyuki Uchida, Yuko Itokawa -- Fast Parameter Learning for Markov Logic Networks Using Bayes Nets / Hassan Khosravi -- Bounded Least General Generalization / Ondřej Kuželka, Andrea Szabóová, Filip Železný -- Itemset-Based Variable Construction in Multi-relational Supervised Learning / Dhafer Lahbib, Marc Boullé, Dominique Laurent -- A Declarative Modeling Language for Concept Learning in Description Logics / Francesca Alessandra Lisi -- Identifying Driver's Cognitive Load Using Inductive Logic Programming / Fumio Mizoguchi, Hayato Ohwada, Hiroyuki Nishiyama -- Opening Doors: An Initial SRL Approach / Bogdan Moldovan, Laura Antanas, McElory Hoffmann -- Probing the Space of Optimal Markov Logic Networks for Sequence Labeling / Naveen Nair, Ajay Nagesh, Ganesh Ramakrishnan -- What Kinds of Relational Features Are Useful for Statistical Learning? / Amrita Saha, Ashwin Srinivasan, Ganesh Ramakrishnan -- Learning Dishonesty / Chiaki Sakama -- Heuristic Inverse Subsumption in Full-Clausal Theories / Yoshitaka Yamamoto, Katsumi Inoue, Koji Iwanuma -- Learning Unordered Tree Contraction Patterns in Polynomial Time / Yuta Yoshimura, Takayoshi Shoudai
Summary 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
Analysis Computer science
Logic design
Artificial intelligence
Mathematical Logic and Formal Languages
Programming Techniques
Logics and Meanings of Programs
Computation by Abstract Devices
Bibliography Includes bibliographical references and author index
Notes Online resource; title from PDF title page (SpringerLink, viewed July 19, 2013)
Subject Logic programming -- Congresses.
Induction (Logic) -- Congresses.
Machine learning -- Congresses.
Logic.
Software.
Genre/Form Conference papers and proceedings.
Congress.
Conference papers and proceedings.
Form Electronic book
Author Riguzzi, Fabrizio.
Železný, Filip.
ISBN 9783642388125 (electronic bk.)
3642388124 (electronic bk.)
Other Titles ILP 2012