資源簡(jiǎn)介
用MATLAB實(shí)現(xiàn)ARIMA模型實(shí)現(xiàn)某些變量對(duì)時(shí)間序列的預(yù)測(cè)
代碼片段和文件信息
%288行需要修改
P?=?[9.885221744 10.20403649 10.81126212 11.32143803 11.78456961 12.36376419 12.87447109 12.93952409 13.23393159 13.67602663 13.96096496 14.35589401 14.67697756 14.97024921 15.32655143 15.66344728 15.94669421 16.165401 16.37847394 16.5464483 16.70811183 16.90083282 17.02735669 17.20649544 17.39505592 17.57254919 17.7176666 17.87828918 18.03524921 18.17052462 18.22239048 18.37793086];
F?=?[9.885221744 10.20403649 10.81126212 11.32143803 11.78456961 12.36376419 12.87447109 12.93952409 13.23393159 13.67602663 13.96096496 14.35589401 14.67697756 14.97024921 15.32655143 15.66344728 15.94669421 16.165401 16.37847394 16.5464483 16.70811183 16.90083282 17.02735669 17.20649544 17.39505592 17.57254919 17.7176666 17.87828918 18.03524921 18.17052462 18.22239048 18.37793086];?
%----------------------由于時(shí)間序列有不平穩(wěn)趨勢(shì),進(jìn)行兩次差分運(yùn)算,消除趨勢(shì)性----------------------%?
for?i=2:32?
????Yt(i)=P(i)-P(i-1);?
end?
for?i=3:32?
????L(i)=Yt(i)-Yt(i-1);?
end?
L=L(3:32);?
Y=L(1:29);?
%畫(huà)圖
figure;?
plot(P);?
title(‘原數(shù)據(jù)序列圖‘);?
hold?on;?
pause??
plot(Y‘r‘);?
title(‘兩次差分后的序列圖和原數(shù)對(duì)比圖‘);?
pause???
%--------------------------------------對(duì)數(shù)據(jù)標(biāo)準(zhǔn)化處理----------------------------------------------%?
%處理的算法?:?(data?-?期望)/方差
Ux=sum(Y)/29??????????????????????????%?求序列均值?
yt=Y-Ux;?
b=0;?
for?i=1:29
???b=yt(i)^2/29+b;?
end?
v=sqrt(b)??????????????????????????????%?求序列方差?
Y=yt/v;????????????????????????????%?標(biāo)準(zhǔn)化處理公式?
f=F(1:29);?
t=1:32;?
%畫(huà)圖
figure;
plot(fY‘r‘)?
title(‘原始數(shù)據(jù)和標(biāo)準(zhǔn)化處理后對(duì)比圖‘);?
xlabel(‘年份t‘)ylabel(‘GDP值的自然對(duì)數(shù)經(jīng)過(guò)2次差分后的值‘);?
legend(‘原始數(shù)據(jù)?F?‘‘標(biāo)準(zhǔn)化后數(shù)據(jù)Y?‘);?
pause???
%--------------------------------------對(duì)數(shù)據(jù)標(biāo)準(zhǔn)化處理----------------------------------------------%?
?
?
%------------------------檢驗(yàn)預(yù)處理后的數(shù)據(jù)是否符合AR建模要求,計(jì)算自相關(guān)和偏相關(guān)系數(shù)---------------%?
%---------------------------------------計(jì)算自相關(guān)系數(shù)-----------------------------------%?
R0=0;
for?i=1:29?
?????R0=Y(i)^2/29+R0;???%標(biāo)準(zhǔn)化處理后的數(shù)據(jù)的方差
end?
for?k=1:20?
????
????%R??協(xié)方差???
????R(k)=0;?
????for?i=k+1:29
????????R(k)=Y(i)*Y(i-k)/29+R(k);???
????end?
end?
x=R/R0??????????????????????%自相關(guān)系數(shù)x?=?協(xié)方差/方差
%畫(huà)圖
figure;?
plot(x)?
title(‘自相關(guān)系數(shù)分析圖‘);?
pause???
%-----------------------------------計(jì)算自相關(guān)系數(shù)-------------------------------------%?
?
%-----------------------解Y-W方程,其系數(shù)矩陣是Toeplitz矩陣(多普里茲矩陣)。求得偏相關(guān)函數(shù)X-------------------
X1=x(1);?
X11=x(1);?
B=[x(1)?x(2)]‘;?
x2=[1?x(1)];?
A=toeplitz(x2);???????????????????????
X2=A\B??????????????????????????%x=a\b是方程a*x?=b的解
X22=X2(2)?
?
B=[x(1)?x(2)?x(3)]‘;?
x3=[1?x(1)?x(2)];?
A=toeplitz(x3);???????????????????????
X3=A\B?
X33=X3(3)?
?
B=[x(1)?x(2)?x(3)?x(4)]‘;?
x4=[1?x(1)?x(2)?x(3)];?
A=toeplitz(x4);???????????????????????
X4=A\B?
X44=X4(4)?
?
B=[x(1)?x(2)?x(3)?x(4)?x(5)]‘;?
x5=[1?x(1)?x(2)?x(3)?x(4)];?
A=toeplitz(x5);???????????????????????
X5=A\B?
X55=X5(5)?
?
B=[x(1)?x(2)?x(3)?x(4)?x(5)?x(6)]‘;?
x6=[1?x(1)?x(2)?x(3)?x(4)?x(5)];?
A=toeplitz(x6);???????????????????????
X6=A\B?
X66=X6(6)?
?
B=[x(1)?x(2)?x(3)?x(4)
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