Computational and Mathematical Methods in Medicine · 2012 · 10 citations · 8 references
MedicineBioinformaticsBiomedical InformaticsBiomedical Text MiningComputational BiologyData MiningBiomarker DiscoveryLiterature MiningMolecular BiomarkersText MiningDisease Biomarker DetectionMachine Learning Biomarker Discovery
Identifying molecular biomarkers has become one of the important tasks for scientists to assess the different phenotypic states of cells or organisms correlated to the genotypes of diseases from large-scale biological data. In this paper, we proposed a text-mining-based method to discover biomarkers from PubMed. First, we construct a database based on a dictionary, and then we used a finite state machine to identify the biomarkers. Our method of text mining provides a highly reliable approach to discover the biomarkers in the PubMed database.
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Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks
Paul Shannon, Andrew Markiel, Owen Ozier et al. · Genome Research · 2003 · 54.3K citations · Full text
Textual and Visual Content-Based Anti-Phishing: A Bayesian Approach
Haijun Zhang, Gang Liu, Tommy W. S. Chow et al. · IEEE Transactions on Neural Networks · 2011 · 197 citations