Inductive logic programming : 25th International Conference, ILP 2015, Kyoto, Japan, August 20-22, 2015 : revised selected papers /: 25th International Conference, ILP 2015, Kyoto, Japan, August 20-22, 2015 : revised selected papers. (2016)

• Record Type: Book
• Other Titles: ILP 2015
• Further Information: Note: Katsumi Inoue, Hayato Ohwada, Akihiro Yamamoto (eds.).
• Editors: Inoue, Katsumi; Ohwada, Hayato; Yamamoto, Akihiro, 1960-
• Other Names: ILP (Conference), 25th
• Contents: Intro; Preface; Organization; Contents; Relational Kernel-Based Grasping with Numerical Features; 1 Introduction; 2 The Robot Grasping Scenario and Grasping Primitives; 3 Relational Grasping: Problem Formulation; 3.1 Data Modeling; 3.2 Declarative and Relational Feature Construction; 3.3 The Relational Problem Definition; 3.4 Graphicalization; 4 Relational Kernel Features; 5 Experiments; 5.1 Dataset and Evaluation; 5.2 Results and Discussion; 6 Related Work; 7 Conclusions; References; CARAF: Complex Aggregates within Random Forests; 1 Introduction and Context; 2 Complex Aggregates 3 Random Forests4 CARAF: Complex Aggregates with RAndom Forests; 5 Experimental Results; 6 Aggregation Processes Selection with Random Forests; 7 Conclusion and Future Work; References; Distributed Parameter Learning for Probabilistic Ontologies; 1 Introduction; 2 Description Logics; 3 Semantics and Reasoning in Probabilistic DLs; 4 Parameter Learning for Probabilistic DLs; 5 Distributed Parameter Learning for Probabilistic DLs; 5.1 Architecture; 5.2 MapReduce View; 5.3 Scheduling Techniques; 5.4 Overall EDGEMR; 6 Experiments; 7 Related Work; 8 Conclusions; References Meta-Interpretive Learning of Data Transformation Programs1 Introduction; 2 Related Work; 3 Framework; 4 Implementation; 4.1 Transformation Language; 5 Experiments; 5.1 XML Data Transformations; 5.2 Ecological Scholarly Papers; 5.3 Patient Medical Records; 6 Conclusion and Further Work; A Appendix 1; B Appendix 2; References; Statistical Relational Learning with Soft Quantifiers; 1 Introduction; 2 PSLQ: PSL with Soft Quantifiers; 3 Inference and Weight Learning in PSLQ; 3.1 Inference; 3.2 Weight Learning; 4 Evaluation: Trust Link Prediction; 5 Conclusion; References Ontology Learning from Interpretations in Lightweight Description Logics1 Introduction; 2 Description Logic Preliminaries; 3 Learning Model; 4 Finite Learning Sets; 5 Learning Algorithms; 6 Related Work; 7 Conclusions and Outlook; References; Constructing Markov Logic Networks from First-Order Default Rules; 1 Introduction; 2 Background; 2.1 Markov Logic Networks; 2.2 Reasoning About Default Rules in System P; 3 Encoding Ground Default Theories in Markov Logic; 4 Encoding Non-ground Default Theories in Markov Logic; 5 Evaluation; 6 Conclusion; A Proofs; References Mine 'Em All: A Note on Mining All Graphs1 Introduction; 2 Preliminaries; 3 Graph Mining Problems; 4 Mining All (Induced) Subgraphs; 4.1 Negative Results; 4.2 Positive Results for ALLF I and ALLS L; 4.3 Positive Results for ALLL S; 4.4 Other Negative Results; 5 Mining Under Homeomorphism and Minor Embedding; 6 Conclusions and Future Work; References; Processing Markov Logic Networks with GPUs: Accelerating Network Grounding; 1 Introduction; 2 Markov Logic, Tuffy, Datalog and GPUs; 2.1 Inference in Markov Logic; 2.2 Optimizations; 2.3 Learning; 2.4 Tuffy; 2.5 Evaluation of Datalog Programs
• Publisher Details: Switzerland : Springer
• Publication Date: 2016
• Extent: 1 online resource (x, 215 pages), illustrations
• Subjects: 005.1/15; Computer science; Logic programming -- Congresses; Induction (Logic) -- Congresses; Machine learning -- Congresses; Machine learning; Logic programming; Induction (Logic); Computers -- Intelligence (AI) & Semantics; Computers -- Programming -- General; Computers -- Database Management -- Data Mining; Artificial intelligence; Computer programming / software development; Data mining; Artificial intelligence; Logic design; Data mining; Mathematics -- Logic; Mathematical theory of computation; Electronic books; Conference papers and proceedings
• Languages: English
• ISBNs: 9783319405667; 3319405667
• Related ISBNs: 9783319405650
• Notes: Note: Includes bibliographical references and author index.; Note: Online resource; title from PDF title page (SpringerLink, viewed June 30, 2016).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.