Estimated Parameters of Exponential Smoothing | |
Parameter | Value |
alpha | 0.845253755054203 |
beta | 0.0375954877050928 |
gamma | FALSE |
Interpolation Forecasts of Exponential Smoothing | |||
t | Observed | Fitted | Residuals |
3 | -6 | -7 | 1 |
4 | -7 | -7.12296851778997 | 0.122968517789973 |
5 | -12 | -7.98334352921164 | -4.01665647078836 |
6 | -16 | -12.4703923201527 | -3.52960767984726 |
7 | -18 | -16.6579242014736 | -1.34207579852644 |
8 | -19 | -19.0390846643552 | 0.0390846643551725 |
9 | -20 | -20.2515720378538 | 0.251572037853844 |
10 | -24 | -21.2764592734222 | -2.72354072657779 |
11 | -17 | -24.9026196789431 | 7.90261967894306 |
12 | -23 | -19.2958508079154 | -3.70414919208458 |
13 | -25 | -23.6174563515407 | -1.38254364845934 |
14 | -24 | -26.0206501865038 | 2.02065018650377 |
15 | -17 | -25.4830699829829 | 8.48306998298292 |
16 | -14 | -19.2135324963885 | 5.21353249638846 |
17 | -16 | -15.5419096344402 | -0.458090365559812 |
18 | -13 | -16.6788043644544 | 3.67880436445443 |
19 | -10 | -14.2020692483069 | 4.20206924830691 |
20 | -10 | -11.1495103141325 | 1.1495103141325 |
21 | -12 | -10.640609456468 | -1.35939054353204 |
22 | -12 | -12.2955648115937 | 0.295564811593652 |
23 | -20 | -12.5422705604126 | -7.45772943958739 |
24 | -16 | -19.5794670804157 | 3.57946708041567 |
25 | -12 | -17.1736844683703 | 5.17368446837025 |
26 | -14 | -13.2559756893573 | -0.74402431064267 |
27 | -7 | -14.3638758786632 | 7.36387587866321 |
28 | -9 | -8.38453574887209 | -0.615464251127905 |
29 | -9 | -9.16932088168812 | 0.169320881688119 |
30 | -4 | -9.28538280130062 | 5.28538280130062 |
31 | -3 | -4.90911671969702 | 1.90911671969702 |
32 | 1 | -3.32598483140385 | 4.32598483140385 |
33 | -1 | 0.437483869432859 | -1.43748386943286 |
34 | -2 | -0.716320961443765 | -1.28367903855624 |
35 | 1 | -1.78091408371934 | 2.78091408371934 |
36 | -3 | 0.678476522372228 | -3.67847652237223 |
37 | -2 | -2.438850659974 | 0.438850659973996 |
38 | 0 | -2.06204590412053 | 2.06204590412053 |
39 | -2 | -0.24770214084215 | -1.75229785915785 |
40 | -4 | -1.71313080980646 | -2.28686919019354 |
41 | -4 | -3.70307940884003 | -0.296920591159965 |
42 | -7 | -4.02045194370846 | -2.97954805629154 |
43 | -9 | -6.70000868207138 | -2.29999131792862 |
44 | -13 | -8.87825603212256 | -4.12174396787744 |
45 | -8 | -12.7273263055403 | 4.72732630554029 |
46 | -13 | -8.94646301609916 | -4.05353698390084 |
47 | -15 | -12.7164695869662 | -2.28353041303381 |
48 | -15 | -15.0629368637547 | 0.0629368637546559 |
49 | -15 | -15.4240438732414 | 0.424043873241425 |
50 | -10 | -15.4664486764771 | 5.46644867647714 |
51 | -12 | -11.0730305707221 | -0.926969429277884 |
52 | -11 | -12.1131301080934 | 1.11313010809344 |
53 | -11 | -11.3934551059534 | 0.393455105953382 |
54 | -17 | -11.2695849927858 | -5.7304150072142 |
55 | -18 | -16.5040386528262 | -1.49596134717379 |
56 | -19 | -18.2068427076406 | -0.7931572923594 |
57 | -22 | -19.3408037320841 | -2.65919626791595 |
58 | -24 | -22.1365444211498 | -1.86345557885021 |
59 | -24 | -24.318898687685 | 0.318898687685 |
60 | -20 | -24.6464759400852 | 4.64647594008516 |
61 | -25 | -21.1684978249468 | -3.8315021750532 |
62 | -22 | -24.9783189776123 | 2.97831897761229 |
63 | -17 | -22.9374690218861 | 5.93746902188615 |
64 | -9 | -18.2067071088951 | 9.20670710889506 |
65 | -11 | -10.4200412001834 | -0.579958799816573 |
66 | -13 | -10.9240211727734 | -2.07597882722655 |
67 | -11 | -12.7584875799209 | 1.75848757992092 |
68 | -9 | -11.2959761192762 | 2.29597611927615 |
69 | -7 | -9.30618954976814 | 2.30618954976814 |
70 | -3 | -7.23448457750264 | 4.23448457750264 |
71 | -3 | -3.39831869664278 | 0.398318696642783 |
72 | -6 | -2.79202876872756 | -3.20797123127244 |
73 | -4 | -5.33591097870794 | 1.33591097870794 |
74 | -8 | -3.99660747359256 | -4.00339252640744 |
75 | -1 | -7.29758902095186 | 6.29758902095186 |
76 | -2 | -1.69150416901434 | -0.308495830985662 |
77 | -2 | -1.67904064072947 | -0.320959359270533 |
78 | -1 | -1.68731131547561 | 0.687311315475615 |
79 | 1 | -0.821496224827252 | 1.82149622482725 |
80 | 2 | 1.06087592942432 | 0.939124070575683 |
81 | 2 | 2.2272629354197 | -0.227262935419701 |
82 | -1 | 2.40053504519666 | -3.40053504519666 |
83 | 1 | -0.216474286474207 | 1.21647428647421 |
84 | -1 | 1.10771764453768 | -2.10771764453768 |
85 | -8 | -0.444854612888752 | -7.55514538711125 |
86 | 1 | -6.84197097384614 | 7.84197097384614 |
87 | 2 | 0.0245831002729908 | 1.97541689972701 |
88 | -2 | 1.99518457327292 | -3.99518457327292 |
89 | -2 | -1.20784515401912 | -0.792154845980878 |
90 | -2 | -1.72867485732807 | -0.271325142671931 |
91 | -2 | -1.8178933945257 | -0.182106605474295 |
92 | -6 | -1.83748656215863 | -4.16251343784137 |
93 | -4 | -5.35380876780341 | 1.35380876780341 |
94 | -5 | -4.16441794939363 | -0.835582050606368 |
95 | -2 | -4.85217083994639 | 2.85217083994639 |
96 | -1 | -2.33220124529382 | 1.33220124529382 |
Extrapolation Forecasts of Exponential Smoothing | |||
t | Forecast | 95% Lower Bound | 95% Upper Bound |
97 | -1.05465733039996 | -7.77657017374907 | 5.66725551294916 |
98 | -0.903161520578579 | -9.84402380923466 | 8.0377007680775 |
99 | -0.751665710757202 | -11.5802446175441 | 10.0769131960297 |
100 | -0.600169900935825 | -13.1394153446548 | 11.9390755427832 |
101 | -0.448674091114448 | -14.5891811518076 | 13.6918329695787 |
102 | -0.297178281293071 | -15.9660381008339 | 15.3716815382478 |
103 | -0.145682471471694 | -17.2921578127015 | 17.0007928697581 |
104 | 0.00581333834968323 | -18.5821005219872 | 18.5937271986866 |
105 | 0.15730914817106 | -19.845970562841 | 20.1605888591831 |
106 | 0.308804957992437 | -21.0910746018857 | 21.7086845178706 |
107 | 0.460300767813814 | -22.3228670456636 | 23.2434685812912 |
108 | 0.611796577635191 | -23.5455237727925 | 24.7691169280628 |