Utilize este identificador para referenciar este registo:
https://hdl.handle.net/10216/67163
Autor(es): | Rui Camacho |
Título: | IndLog - Induction in logic |
Data de publicação: | 2004 |
Resumo: | IndLog is a general purpose Prolog-based Inductive Logic Programming (ILP) system. It is theoretically based on the Mode Directed Inverse Entailment and has several distinguishing features that makes it adequate for a wide range of applications. To search efficiently through large hypothesis spaces, IndLog uses original features like lazy evaluation of examples and Language Level Search. IndLog is applicable in numerical domains using the lazy evaluation of literals technique and Model Validation and Model Selection statistical-based techniques. IndLog has a MPI/LAM interface that enables its use in parallel or distributed environments, essential for Multi-relational Data Mining applications. Parallelism may be used in three flavours: splitting of the data among the computation nodes; parallelising the search through the hypothesis space and; using the different computation nodes to do theorylevel search. IndLog has been applied successfully to major ILP literature datasets from the Life Sciences, Engineering, Reverse Engineering, Economics, Time-Series modelling to name a few. |
Assunto: | Engenharia do conhecimento, Engenharia electrotécnica, electrónica e informática Knowledge engineering, Electrical engineering, Electronic engineering, Information engineering |
Áreas do conhecimento: | Ciências da engenharia e tecnologias::Engenharia electrotécnica, electrónica e informática Engineering and technology::Electrical engineering, Electronic engineering, Information engineering |
URI: | https://hdl.handle.net/10216/67163 |
Fonte: | Proceedings of the 9th European Conference on Logics in Artificial Intelligence |
Tipo de Documento: | Artigo em Livro de Atas de Conferência Internacional |
Condições de Acesso: | openAccess |
Licença: | https://creativecommons.org/licenses/by-nc/4.0/ |
Aparece nas coleções: | FEUP - Artigo em Livro de Atas de Conferência Internacional |
Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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64188.pdf | IndLog - Induction in Logic | 104.9 kB | Adobe PDF | Ver/Abrir |
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