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* 数据分析报告   *

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回归数据

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第一维          第二维               第三维     第四维

20                      34                      -2.9            66.9           

20                      56                      -2.8            65.7           

20                      53                      -2.8            65.2           

10                      52                      -2.8            65.4           

10                      48                      -2.8            66.7            

10                      47                      -2.8            67.2           

10                      45                      -2.8            71.4           

10                      45                      -2.8            73.4           

10                      44                      -2.8            72.4           

50                      42                      -2.8            64                     

50                      41                      -2.8            61.5           

50                      37                      -2.8            62                     

50                      37                      -2.8            63.5           

50                      32                      -2.8            64.4           

40                      26                      -2.8            65.2           

40                      28                      -2.7            61.5           

40                      47                      -2.6            60.7           

40                      44                      -2.6            62.2           

40                      43                      -2.6            59.7           

30                      41                      -2.6            58                     

30                      38                      -2.6            59                     

30                      37                      -2.6            61.2           

30                      37                      -2.6            63.5           

30                      36                      -2.6            64.7           

30                      35                      -2.6            65.4           

20                      34                      -2.6            62.2           

20                      32                      -2.6            60.5           

20                      31                      -2.6            60.5           

20                      28                      -2.6            59                     

20                      22                      -2.6            57.7           

20                      23                      -2.5            57.7           

10                      35                      -2.4            57.7           

10                      33                      -2.4            59.5            

10                      32                      -2.4            60.7           

10                      31                      -2.4            63.2           

10                      30                      -2.4            63.7           

10                      29                      -2.4            66.7           

50                      28                      -2.4            82.4           

50                      27                      -2.4            83.4           

50                      27                      -2.4            83.1           

50                      27                      -2.4            83.4           

50                      25                      -2.4            84.6           

50                      25                      -2.4            86.3           

50                      22                      -2.4            87.3           

50                      17                      -2.4            88.6           

50                      16                      -2.3            88.8           

50                      25                      -2.2            89.8           

40                      24                      -2.2            90.1           

40                      23                      -2.2            89.3           

40                      22                      -2.2            86.1           

40                      21                      -2.2            88.1           

40                      20                      -2.2            86.3           

40                      20                      -2.2            84.9           

40                      20                      -2.2            82.4           

40                      18                      -2.2            81.6            

40                      16                      -2.2            81.1           

30                      16                      -2.2            81.1           

30                      14                      -2.2            81.1           

30                      11                      -2.2            82.1           

30                      19                      -2.1            84.1           

30                      18                      -2.1            86.8           

30                      17                      -2.1            88.8           

30                      16                      -2.1            89.8           

30                      15                      -2.1            91.6           

30                      13                      -2.1            89.1           

30                      11                      -2.1            90.8           

20                      12                      -2                90.1           

20                      12                      -2                88.6           

20                      12                      -2                90.3           

20                      12                      -2                87.1           

20                      11                      -2                86.3           

20                      11                      -2                85.4           

20                      11                      -2                84.1           

20                      10                      -2                82.4           

20                      10                      -2                81.1           

20                      9                         -2               80.9           

10                      9                         -2               81.4           

10                      9                         -2               82.4           

10                      8                         -2               85.4           

10                      9                          -1.9           87.8           

10                      8                          -1.9           89.6           

10                      8                          -1.9           88.6           

10                      7                          -1.9           89.6           

10                      6                          -1.8           88.8           

10                      6                          -1.8           88.6           

 

 

回归计算基本条件

================

                      回归计算数据的维数是:4

                      回归数据的样本容量是:85

                          回归计算的元数是:6

                               幂的初值设定是:1

                      回归计算的精度设置是:0.01

模型中变量和数据中维对应关系:第一维(x1),第二维(x2),第三维(x3),第四维(y)

                          回归此数据的模型是:四维六元Ⅳ(y = a0 + a1 * x1 ^ k1 + a2 * x2 ^ k2 + a3 * x3 ^ k3 + a4 * x1 ^ k4 * x2 ^ k5 + a5 * x2 ^ k6 * x3 ^ k7 + a6 * x1 ^ k8 * x2 ^ k9 * x3 ^ k10)

 

回归数据预处理情况

==================

第一维数据平移值:0

第二维数据平移值:0

第三维数据平移值:8

第四维数据平移值:0

 

回归模型检验参数

================

                 相关系数 R 值是:0.967925404323201

                      统计量 F 值是:192.955564245002

     剩余标准偏差  S 值是:3.11034486727732

                   最大误差是:7.31044952820494

                   平均误差是:2.5044191340348

         平均相对误差(%)是:0.0330394371026472

 

回归模型系数

============

 a0 = -391.4518

 a1 = 0.03520413

 a2 = 16.19666

 a3 = 78.36891

 a4 = -0.02345489

 a5 = -1.924019

 a6 = 2.101806E-07

 

回归模型幂值

============

 k1 = 1.67999935150051

 k2 = 0.990000009536041

 k3 = 0.990000009536041

 k4 = 0.990000009536041

 k5 = 1.13999986648528

 k6 = 1.05999994277868

 k7 = 1.06999993324264

 k8 = 1.01999998092589

 k9 = 1.11999988555838

k10 = 6.64005756378173

 

回归模型误差详情

================

第一维(x1)     第二维(x2)     第三维(x3)  目标函数(y)    计算目标函数值(y)          计算绝对误差         计算相对误差(%)

20                      34                      5.1                66.9                   62.9454277343675      3.95457226563249      0.0628254093739892   

20                      56                      5.2                65.7                   63.6555823036716      2.04441769632838      0.0321168642614154   

20                      53                      5.2                65.2                   64.1736651011448      1.02633489885521      0.0159930852825313   

10                      52                      5.2                65.4                   70.2934202491335      -4.89342024913346     0.0696142004726791   

10                      48                      5.2                66.7                   69.7317378793192      -3.03173787931919     0.0434771593469541   

10                      47                      5.2                67.2                   69.5355529302141      -2.33555293021405     0.0335878961451276   

10                      45                      5.2                71.4                   69.0731217385292      2.32687826147082      0.0336871738659654   

10                      45                      5.2                73.4                   69.0731217385292      4.32687826147082      0.0626419966633313   

10                      44                      5.2                72.4                   68.8059004533768      3.59409954662317      0.0522353391633694   

50                      42                      5.2                64                        62.2243224076217      1.77567759237834      0.0285367123927226   

50                      41                      5.2                61.5                   62.6956176326558      -1.19561763265581     0.0190701946611506   

50                      37                      5.2                62                        64.277536665117       -2.277536665117       0.0354328554465747   

50                      37                      5.2                63.5                   64.277536665117       -0.777536665116997    0.0120965535622177   

50                      32                      5.2                64.4                   65.5134996048492      -1.11349960484918     0.0169964909761402   

40                      26                      5.2                65.2                   61.9985833703288      3.20141662967117      0.0516369319367916   

40                      28                      5.3                61.5                   65.0771663747467      -3.57716637474672     0.0549680721214507   

40                      47                      5.4                60.7                   58.5688628968865      2.13113710311352      0.036386861511474    

40                      44                      5.4                62.2                   60.7845029854144      1.41549701458559      0.0232871364420837   

40                      43                      5.4                59.7                   61.4695723891423      -1.76957238914225     0.0287877777632763   

30                      41                      5.4                58                        60.8263638428415      -2.82636384284153     0.0464660989787927   

30                      38                      5.4                59                        62.131827847949       -3.13182784794903     0.0504061759717312   

30                      37                      5.4                61.2                   62.5070111439767      -1.30701114397669     0.0209098326740686   

30                      37                      5.4                63.5                   62.5070111439767      0.992988856023302     0.0158860396273961   

30                      36                      5.4                64.7                   62.8509479984677      1.84905200153233      0.0294196358275679   

30                      35                      5.4                65.4                   63.1628210460302      2.23717895396982      0.0354192374077065   

20                      34                      5.4                62.2                   62.0374764691702      0.162523530829823     0.00261976373121157  

20                      32                      5.4                60.5                   62.2248944107519      -1.72489441075193     0.0277203268416295   

20                      31                      5.4                60.5                   62.2665029916587      -1.76650299165871     0.0283700369666714   

20                      28                      5.4                59                        62.1698811837242      -3.16988118372419     0.0509874093913187   

20                      22                      5.4                57.7                   60.8599977570693      -3.15999775706934     0.0519224100152433   

20                      23                      5.5                57.7                   63.7988243256874      -6.09882432568744     0.0955946193389626   

10                      35                      5.6                57.7                   59.8505978574454      -2.15059785744535     0.0359327715082769   

10                      33                      5.6                59.5                   60.8906381734082      -1.39063817340821     0.0228382919792671   

10                      32                      5.6                60.7                   61.3599338894481      -0.659933889448062    0.0107551271263926   

10                      31                      5.6                63.2                   61.7940855562442      1.40591444375585      0.0227516020522094   

10                      30                      5.6                63.7                   62.1920193831435      1.50798061685651      0.0242471724155855   

10                      29                      5.6                66.7                   62.5525918576714      4.14740814232865      0.0663027385302503   

50                      28                      5.6                82.4                   81.797951758916       0.60204824108402      0.00736018724354424  

50                      27                      5.6                83.4                   82.2900804264013      1.1099195735987       0.0134878902517466   

50                      27                      5.6                83.1                   82.2900804264013      0.809919573598691     0.00984225035875458  

50                      27                      5.6                83.4                   82.2900804264013      1.1099195735987       0.0134878902517466   

50                      25                      5.6                84.6                   83.1425109010307      1.45748909896926      0.017530010618806    

50                      25                      5.6                86.3                   83.1425109010307      3.15748909896926      0.0379768311631556   

50                      22                      5.6                87.3                   84.0661226990131      3.23387730098695      0.0384682580468876   

50                      17                      5.6                88.6                   84.5157740560392      4.08422594396083      0.0483250137572276   

50                      16                      5.7                88.8                   90.5894651987859      -1.78946519878592     0.0197535684183496   

50                      25                      5.8                89.8                   94.4781412220679      -4.67814122206791     0.0495155933590192   

40                      24                      5.8                90.1                   85.9455853405528      4.1544146594472       0.0483377318682007   

40                      23                      5.8                89.3                   86.4441061633284      2.85589383667164      0.0330374615855902   

40                      22                      5.8                86.1                   86.8930378023941      -0.793037802394139    0.00912659773959805  

40                      21                      5.8                88.1                   87.2902518649243      0.809748135075665     0.0092765013019861   

40                      20                      5.8                86.3                   87.633422749487       -1.33342274948699     0.0152159154310196   

40                      20                      5.8                84.9                   87.633422749487       -2.73342274948698     0.03119155527339     

40                      20                      5.8                82.4                   87.633422749487       -5.23342274948698     0.0597194835633373   

40                      18                      5.8                81.6                   88.147166110618       -6.54716611061805     0.0742754010083756   

40                      16                      5.8                81.1                   88.4104495282049      -7.31044952820494     0.0826876185701639   

30                      16                      5.8                81.1                   81.0423895876586      0.0576104123414041    0.000710867641422276 

30                      14                      5.8                81.1                   81.1158934025345      -0.0158934025345303   0.000195934506393955 

30                      11                      5.8                82.1                   80.6158561275213      1.48414387247874      0.0184100739453919   

30                      19                      5.9                84.1                   85.3322429905405      -1.2322429905405      0.0144405320586393   

30                      18                      5.9                86.8                   85.7470674173954      1.05293258260464      0.0122795171230665   

30                      17                      5.9                88.8                   86.0995189938697      2.7004810061303       0.031364646837604    

30                      16                      5.9                89.8                   86.386124089429       3.41387591057095      0.0395187994201108   

30                      15                      5.9                91.6                   86.6029859984546      4.9970140015454       0.0577002506776679   

30                      13                      5.9                89.1                   86.8092549812599      2.29074501874011      0.0263882580173581   

30                      11                      5.9                90.8                   86.674862313701       4.12513768629896      0.0475932418717772   

20                      12                      6                   90.1                   85.9740337457325      4.1259662542675       0.0479908418217297   

20                      12                      6                   88.6                   85.9740337457325      2.6259662542675       0.0305437134895144   

20                      12                      6                   90.3                   85.9740337457325      4.3259662542675       0.0503171255993584   

20                      12                      6                   87.1                   85.9740337457325      1.1259662542675       0.0130965851572991   

20                      11                      6                   86.3                   86.1334084775494      0.166591522450631     0.00193411041540348  

20                      11                      6                   85.4                   86.1334084775494      -0.733408477549361    0.00851479687745694  

20                      11                      6                   84.1                   86.1334084775494      -2.03340847754937     0.0236076629671445   

20                      10                      6                   82.4                   86.1924902927085      -3.79249029270854     0.0440002403901928   

20                      10                      6                   81.1                   86.1924902927085      -5.09249029270855     0.0590827608694739   

20                      9                        6                     80.9                   86.1417552551692      -5.24175525516918     0.0608503418538669   

10                      9                        6                   81.4                   81.3018375092606      0.0981624907394547    0.00120738342141743  

10                      9                        6                   82.4                   81.3018375092606      1.09816249073945      0.0135072284265945   

10                      8                        6                   85.4                   81.2631157350304      4.13688426496965      0.0509072809669092   

10                      9                        6.1                87.8                   86.9634838691581      0.836516130841886     0.00961916535106248  

10                      8                        6.1                89.6                   87.1518982722306      2.44810172776936      0.0280900562845158   

10                      8                        6.1                88.6                   87.1518982722306      1.44810172776936      0.0166158369063404   

10                      7                        6.1                89.6                   87.2020400797443      2.39795992025574      0.0274988970219374   

10                      6                        6.2                88.8                   93.4580543223543      -4.65805432235433     0.0498411223744058   

10                      6                        6.2                88.6                   93.4580543223543      -4.85805432235433     0.0519811198465356   

 

                        分析人:

 

                        审核人:

 

                   分析日期:2021-12-21 23:43:41