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某地區(qū)某農(nóng)產(chǎn)品收購(gòu)量與年份YX196935.5819.6919557.965.33197031.0321.13195615.346.82197114.3332.34195713.558.17197213.8819.57195810.949.48197314.6616.3919596.398.03197419.3717.9619601.943.58197535.4718.3919610.061.17197635.4918.8319620.660.92197732.7721.1519636.041.63197832.219.8196415.417.73197938.534.86196515.39.46198053.7222.96196619.3213.97198151.317.45196735.7617.32198234.0416.05196835.0317.36198316.0317.38198421.7916.79第一步:描述統(tǒng)計(jì)量YX
Mean
22.35857
14.55500
Median
17.36500
16.85500
Maximum
53.72000
34.86000
Minimum
0.060000
0.920000
Std.Dev.
14.95748
8.646472
Skewness
0.324925
0.293930
Kurtosis
2.144772
2.808145
Jarque-Bera
1.346006
0.446120
Probability
0.510174
0.800067
Sum
626.0400
407.5400
SumSq.Dev.
6040.606
2018.560
Observations
28
28由表可知:y和x的最值,平均值,中位數(shù),方差等數(shù)據(jù)。由經(jīng)濟(jì)理論知,農(nóng)產(chǎn)品收購(gòu)量受銷(xiāo)售量影響,當(dāng)銷(xiāo)售量增加時(shí),農(nóng)產(chǎn)品收購(gòu)量也會(huì)增加,它們之間有同步變動(dòng)趨勢(shì),農(nóng)產(chǎn)品收購(gòu)量除受銷(xiāo)售量的影響之外,還受到其他一些變量及隨機(jī)因素的影響,將這些變量均歸并到隨機(jī)變量u中,根據(jù)X與Y的樣本數(shù)據(jù)作散點(diǎn)圖散點(diǎn)圖由圖可知,它們的變化趨勢(shì)是線(xiàn)性的,由此建立農(nóng)產(chǎn)品收購(gòu)量與銷(xiāo)售量之間的一元線(xiàn)性回歸模型,通過(guò)Eviews一元線(xiàn)性回歸模型參數(shù)DependentVariable:YMethod:LeastSquaresDate:06/10/12Time:16:31Sample:19551982Includedobservations:28VariableCoefficientStd.Errort-StatisticProb.
C4.8570824.1098471.1818160.2480X1.2024380.2439014.9300350.0000R-squared0.483155
Meandependentvar22.35857AdjustedR-squared0.463277
S.D.dependentvar14.95748S.E.ofregression10.95806
Akaikeinfocriterion7.694777Sumsquaredresid3122.055
Schwarzcriterion7.789934Loglikelihood-105.7269
Hannan-Quinncriter.7.723867F-statistic24.30524
Durbin-Watsonstat0.964078Prob(F-statistic)0.000040一、即樣本回歸方程為在顯著水平為0.05的條件下,查自由度為28-2=26的t分布,得臨界值2.06,兩參數(shù)的t值分別為1.181816,4.930035,故回歸系數(shù)均顯著不為零,回歸模型中應(yīng)包含常數(shù)項(xiàng),X對(duì)Y有顯著影響。二、通過(guò) White檢驗(yàn)該模型中隨機(jī)誤差項(xiàng)是否存在異方差HeteroskedasticityTest:WhiteF-statistic4.502771
Prob.F(2,25)0.0214Obs*R-squared7.415120
Prob.Chi-Square(2)0.0245ScaledexplainedSS10.42735
Prob.Chi-Square(2)0.0054TestEquation:DependentVariable:RESID^2Method:LeastSquaresDate:06/10/12Time:16:39Sample:19551982Includedobservations:28VariableCoefficientStd.Errort-StatisticProb.
C8.50754993.962200.0905420.9286X-0.06378212.23389-0.0052140.9959X^20.3660030.3650621.0025780.3257R-squared0.264826
Meandependentvar111.5020AdjustedR-squared0.206012
S.D.dependentvar205.0724S.E.ofregression182.7318
Akaikeinfocriterion13.35487Sumsquaredresid834773.1
Schwarzcriterion13.49761Loglikelihood-183.9682
Hannan-Quinncriter.13.39851F-statistic4.502771
Durbin-Watsonstat1.736188Prob(F-statistic)0.021374由檢驗(yàn)結(jié)果可知,Obs*R-squared值為,7.415120明顯大于在顯著水平0.05,自由度為2的5.991,故該模型存在異方差。用加權(quán)最小二乘法剔除異方差,權(quán)重為w=(8.507549-0063782*x+0.366003*x^2)^(-0.5)所得結(jié)果為DependentVariable:YMethod:LeastSquaresDate:06/10/12Time:16:47Sample:19551982Includedobservations:28Weightingseries:WVariableCoefficientStd.Errort-StatisticProb.
C-0.1478591.484471-0.0996040.9214X1.5922710.1690469.4191350.0000WeightedStatisticsR-squared0.773361
Meandependentvar15.62696AdjustedR-squared0.764645
S.D.dependentvar7.817281S.E.ofregression6.546334
Akaikeinfocriterion6.664437Sumsquaredresid1114.217
Schwarzcriterion6.759594Loglikelihood-91.30211
Hannan-Quinncriter.6.693527F-statistic88.72011
Durbin-Watsonstat0.888837Prob(F-statistic)0.000000UnweightedStatisticsR-squared0.430297
Meandependentvar22.35857AdjustedR-squared0.408386
S.D.dependentvar14.95748S.E.ofregression11.50476
Sumsquaredresid3441.349Durbin-Watsonstat1.148584修正后再次進(jìn)行懷特檢驗(yàn)HeteroskedasticityTest:WhiteF-statistic0.653557
Prob.F(2,25)0.5289Obs*R-squared1.391228
Prob.Chi-Square(2)0.4988ScaledexplainedSS1.066437
Prob.Chi-Square(2)0.5867TestEquation:DependentVariable:WGT_RESID^2Method:LeastSquaresDate:06/10/12Time:16:50Sample:19551982Includedobservations:28CollineartestregressorsdroppedfromspecificationVariableCoefficientStd.Errort-StatisticProb.
C2461.9892805.3630.8776010.3885WGT^2-412.8241474.0004-0.8709360.3921X^2*WGT^2-17.6234720.46509-0.8611480.3973R-squared0.049687
Meandependentvar39.79345AdjustedR-squared-0.026338
S.D.dependentvar54.03521S.E.ofregression54.74218
Akaikeinfocriterion10.94410Sumsquaredresid74917.66
Schwarzcriterion11.08684Loglikelihood-150.2174
Hannan-Quinncriter.10.98774F-statistic0.653557
Durbin-Watsonstat1.624385Prob(F-statistic)0.528853結(jié)果中Obs*R-squared比原來(lái)小,故在一定程度上剔除了異方差,那么一元線(xiàn)性回歸方程為三、檢驗(yàn)誤差項(xiàng)是否存在自相關(guān),由DW 值為0.964078,小于顯著水平為0.05,樣本容量為28下的值1.33,所以存在自相關(guān)。檢驗(yàn)是否存在高階自相關(guān),最后結(jié)果如下:用廣義差分法消除自相關(guān):Breusch-GodfreySerialCorrelationLMTest:F-statistic9.222670Obs*R-squared7.545722
Prob.F(1,25)0.0055
Prob.Chi-Square(1)0.0060TestEquation:DependentVariable:RESIDMethod:LeastSquaresDate:06/10/12Time:17:09Sample:19551982Includedobservations:28Presamplemissingvaluelaggedresidualssettozero.VariableCoefficientStd.Errort-StatisticProb.
C2.0850973.647450X-0.1302000.216870RESID(-1)0.5383710.1772770.5716590.5727-0.6003590.55373.0368850.0055R-squared0.269490AdjustedR-squared0.211049S.E.ofregression9.551319
Meandependentvar1.46E-15Sumsquaredresid2280.692
S.D.dependentvar10.75322Loglikelihood-101.3307
Akaikeinfocriterion7.452193F-statistic4.611335
Schwarzcriterion7.594929Prob(F-statistic)0.019739
Hannan-Quinncriter.7.495829
Durbin-Watsonstat1.757452DependentVariable:YYMethod:LeastSquaresDate:06/10/12Time:17:22Sample(adjusted):19561982Includedobservations:27afteradjustmentsVariableCoefficientStd.Errort-StatisticProb.
C0.5118980.3673101.3936420.1757XX0.0496680.0214442.3162190.0290R-squared0.176680
Meandependentvar1.251790AdjustedR-squared0.143747
S.D
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