Identification of signatures in biomedical spectra using domain knowledge

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摘要

ObjectiveDemonstrate that incorporating domain knowledge into feature selection methods helps identify interpretable features with predictive capability comparable to a state-of-the-art classifier.

论文关键词:Classification of biomedical spectra,Dimensionality reduction,Feature selection,Genetic algorithm,L1-norm SVM,Spectral signature,Consensus feature sets,Domain knowledge

论文评审过程:Received 13 May 2004, Revised 30 November 2004, Accepted 6 December 2004, Available online 3 March 2005.

论文官网地址:https://doi.org/10.1016/j.artmed.2004.12.002