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Simultaneously identify three different attributes of proteins by fusing their three different modes of Chou's Pseudo amino acid compositions
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نویسنده
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huang c. ,yuan j.-q.
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منبع
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protein and peptide letters - 2015 - دوره : 22 - شماره : 6 - صفحه:547 -556
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چکیده
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Most published articles always applied a certain model or arithmetic to only a certain dataset. considering the avalanche of biological data created in the post-genomic age,this type of research shows many shortcomings and inefficient characteristics,because it is always have difficulties to apply the same model to different datasets. so we proposed a multifunctional ensemble classifier which combines several individual classifiers. each of them was trained in different parameter system. the final outcomes were combined through a weighted voting system. this classifier was conducted on several strictly constructed biological datasets. based on the testing result from three different types of biological dataset,this new predictor can deal with more sweeping range of biological data,and receives more efficient and robust results in comparison with other published methods tentatively. © 2015 bentham science publishers.
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کلیدواژه
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Feature extraction; Fuzzy KNN; Protein quaternary structure; Pseudo amino acid composition; Subcellular location
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آدرس
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department of automation,shanghai jiao tong university,ministry of education of china, China, department of automation,shanghai jiao tong university,ministry of education of china, China
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Authors
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