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sequencebasedproteinproteininteractionpredictionviasupportvectormachine
Wang Yongcui1; Wang Jiguang2; Yang Zhixia3; Deng Naiyang1
2010
Source Publicationjournalofsystemsscienceandcomplexity
ISSN1009-6124
Volume2010Issue:23Pages:1012-1023
AbstractThis paper develops sequence-based methods for identifying novel protein-protein interactions (PPIs) by means of support vector machines (SVMs). The authors encode proteins ont only in the gene level but also in the amino acid level, and design a procedure to select negative training set for dealing with the training dataset imbalance problem, i.e., the number of interacting protein pairs is scarce relative to large scale non-interacting protein pairs. The proposed methods are validated on PPIs data of Plasmodium falciparum and Escherichia coli, and yields the predictive accuracy of 93.8% and 95.3%, respectively. The functional annotation analysis and database search indicate that our novel predictions are worthy of future experimental validation. The new methods will be useful supplementary tools for the future proteomics studies
Language英语
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/37096
Collection中国科学院数学与系统科学研究院
Affiliation1.中国农业大学
2.中国科学院数学与系统科学研究院
3.新疆大学
Recommended Citation
GB/T 7714
Wang Yongcui,Wang Jiguang,Yang Zhixia,et al. sequencebasedproteinproteininteractionpredictionviasupportvectormachine[J]. journalofsystemsscienceandcomplexity,2010,2010(23):1012-1023.
APA Wang Yongcui,Wang Jiguang,Yang Zhixia,&Deng Naiyang.(2010).sequencebasedproteinproteininteractionpredictionviasupportvectormachine.journalofsystemsscienceandcomplexity,2010(23),1012-1023.
MLA Wang Yongcui,et al."sequencebasedproteinproteininteractionpredictionviasupportvectormachine".journalofsystemsscienceandcomplexity 2010.23(2010):1012-1023.
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