Distributed Nonparametric and Semiparametric Regression on SPARK for Big Data Forecasting

Algorithm 2

PLM estimation, training set: , test set: .

(1)   function SMOOTHMATRIX()

(2)    ,

(3)    for all  ,   do

(4)    ,

(5)    end for

(6)    return  

(7)   end function

(8)

(9)   function LINEARCOEFFICIENTS(

(10)    ,

(11)    return  

(12) end function

(13)

(14) function   KERNELPART)

(15)    

(16)    return  

(17) end function

(18)

(19) function PLM

(20)    Smooth matrix  

(21)    

(22)    

(23)    return  

(24) end function