Utilize este identificador para referenciar este registo:
https://hdl.handle.net/1822/32581
Título: | Applying a text mining framework to the extraction of numerical parameters from scientific literature in the biotechnology domain |
Autor(es): | Santos, André Fernandes Nogueira, R. Lourenço, Anália |
Palavras-chave: | Text mining Biotechnology applications Procedure optimization |
Data: | 2012 |
Editora: | Universidad de Salamanca |
Revista: | ADCAIJ: Advances in Distributed Computing and Artificial Intelligence Journal |
Citação: | Santos, A.F.; Nogueira, R.; Lourenço, A. Applying a text mining framework to the extraction of numerical parameters from scientific literature in the biotechnology domain Advances in Distributed Computing and Artificial Intelligence Journal 1(1 (Special Issue #1)) 1-8, 2012. |
Resumo(s): | Scientific publications are the main vehicle to disseminate information in the field of biotechnology for wastewater treatment. Indeed, the new research paradigms and the application of high-throughput technologies have increased the rate of publication considerably. The problem is that manual curation becomes harder, prone-to-errors and time-consuming, leading to a probable loss of information and inefficient knowledge acquisition. As a result, research outputs are hardly reaching engineers, hampering the calibration of mathematical models used to optimize the stability and performance of biotechnological systems. In this context, we have developed a data curation workflow, based on text mining techniques, to extract numerical parameters from scientific literature, and applied it to the biotechnology domain. A workflow was built to process wastewater-related articles with the main goal of identifying physico-chemical parameters mentioned in the text. This work describes the implementation of the workflow, identifies achievements and current limitations in the overall process, and presents the results obtained for a corpus of 50 full-text documents. |
Tipo: | Artigo |
URI: | https://hdl.handle.net/1822/32581 |
DOI: | 10.14201/ADCAIJ20121118 |
ISSN: | 2255-2863 |
e-ISSN: | 2255-2863 |
Versão da editora: | http://adcaij.usal.es/ |
Arbitragem científica: | yes |
Acesso: | Acesso aberto |
Aparece nas coleções: | CEB - Publicações em Revistas/Séries Internacionais / Publications in International Journals/Series |
Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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document_19610_1.pdf | 3,15 MB | Adobe PDF | Ver/Abrir |