An Extended Multikernel Semiparametric Support Vector-based Regression Algorithm and Its Application in Coal Stratum Environmental Assessment

摘要

In the study, an extended multikernel semiparametric support vector-based regression algorithm is proposed and applied to coal stratum environmental evaluation. Instead of the traditional support vector-based regression algorithm, extended multikernel semiparametric support vector-based regression algorithm has an excellent global optimization. The comparison of final evaluation error of coal stratum environment between extended multikernel semiparametric support vector-based regression algorithm and traditional semiparametric support vector-based regression algorithm indicate that extended multikernel semiparametric support vector-based regression algorithm has an more excellent performance for coal stratum environment than traditional semiparametric support vector-based regression algorithm. Thus, we can conclude that, the evaluation for coal stratum environment of extended multikernel semiparametric support vector-based regression algorithm is feasible.