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https://hdl.handle.net/10216/75047| Author(s): | Nuno Fonseca Rui Camacho Fernado Silva |
| Title: | A parallel ILP algorithm that incorporates incremental batch learning |
| Issue Date: | 2003 |
| Abstract: | In this paper we tackle the problems of eciency and scala- bility faced by Inductive Logic Programming (ILP) systems. We propose the use of parallelism to improve eciency and the use of an incremental batch learning to address the scalability problem. We describe a novel parallel algorithm that incorporates into ILP the method of incremen- tal batch learning. The theoretical complexity of the algorithm indicates that a linear speedup can be achieved. |
| Subject: | Engenharia de computadores, Engenharia electrotécnica, electrónica e informática Computer engineering, Electrical engineering, Electronic engineering, Information engineering |
| Scientific areas: | Ciências da engenharia e tecnologias::Engenharia electrotécnica, electrónica e informática Engineering and technology::Electrical engineering, Electronic engineering, Information engineering |
| URI: | https://hdl.handle.net/10216/75047 |
| Source: | 14th European Conference on Machine Learning (ECML 2003) |
| Document Type: | Artigo em Livro de Atas de Conferência Internacional |
| Rights: | openAccess |
| License: | https://creativecommons.org/licenses/by-nc/4.0/ |
| Appears in Collections: | FEUP - Artigo em Livro de Atas de Conferência Internacional |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| 64365.pdf | A parallel ILP algorithm that incorporates incremental batch learning | 328.88 kB | Adobe PDF |  View/Open |
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