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Text Summarization for Knowledge Inference and Biological Validation



Год выпуска: 2012
Автор: Lorenzo Montrucchio
Издательство: LAP Lambert Academic Publishing
Страниц: 140
ISBN: 9783845439778
Описание
The growing availability of large document collections has stressed the need of effective techniques to operate on them. This becomes even more crucial in the life science domain, in which huge quantities of data are steadily produced by researchers all over the world. For many years, the task of analyzing the most relevant parts of documents for inferring new knowledge and for validation purposes was manually performed by molecular biologists. Nowadays this has become unfeasible. Thus, many research efforts have been devoted to automatically indexing the unstructured information contained in texts. In this evolving scenario, the book describes the BioSumm framework that analyzes large collections of biomedical texts for which no class labels and no division by topics are provided. Researchers can exploit BioSumm for knowledge inference and biological validation of interactions discovered in independent ways (e.g., with data mining techniques). The framework benefits from the...


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