TY - JOUR

T1 - Predicting the temperature of thermostable proteins based on hurst exponent and choquet integral

AU - Liu, Hsiang Chuan

AU - Chen, Wei Sung

AU - Ou, Shang Ling

AU - Ou, Yih Chang

AU - Tsai, Hsien Chang

AU - Ju, Jing Ming

PY - 2013/6/1

Y1 - 2013/6/1

N2 - In this paper, for predicting the temperature of thermostable proteins on some useful physicochemical quantities of each amino symbolic sequence with different lengths, a novel integrated algorithm of Hurst exponent and Choquet integral with respect to extensional Lambda-measure was proposed. A real data set of the temperature of thermostable proteins with 5-fold cross-validation MSE was used for evaluation. The performances of the Choquet integral regression models based on extensional Lambdameasure, completed L-measure, Lambda-measure, and the P-measure, respectively, along with two traditional regression models, the multiple regression model and the ridge regression model were compared. The results show the integrated algorithm of Hurst exponent and Choquet integral regression model with respect to extensional Lambda-measure outperforms the others.

AB - In this paper, for predicting the temperature of thermostable proteins on some useful physicochemical quantities of each amino symbolic sequence with different lengths, a novel integrated algorithm of Hurst exponent and Choquet integral with respect to extensional Lambda-measure was proposed. A real data set of the temperature of thermostable proteins with 5-fold cross-validation MSE was used for evaluation. The performances of the Choquet integral regression models based on extensional Lambdameasure, completed L-measure, Lambda-measure, and the P-measure, respectively, along with two traditional regression models, the multiple regression model and the ridge regression model were compared. The results show the integrated algorithm of Hurst exponent and Choquet integral regression model with respect to extensional Lambda-measure outperforms the others.

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M3 - Article

AN - SCOPUS:84874818040

VL - 7

SP - 1937

EP - 1942

JO - ICIC Express Letters

JF - ICIC Express Letters

SN - 1881-803X

IS - 6

ER -