The theory of local partial least square (LPLS) algorithm was described based on locally weighted regression algorithm(LWR).

• 报道了在局部加权(LWR)回归方法基础上,自主改进的更简单、实用的局部偏最小二乘回归(LPLS)的原理和方法。