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00:00
1.
Multiple Regression
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00:58
2.
Linear Regression Model (1)
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06:48
3.
How to Find LS Estimates
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08:14
4.
Goodness of Fit
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09:06
5.
How to Find LS Estimates
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09:09
6.
Linear Regression Model (1)
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09:33
7.
How to Find LS Estimates
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09:34
8.
Goodness of Fit
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10:12
9.
Slide 5
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11:42
10.
The election example
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13:14
11.
The US Presidential Election Data
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14:01
12.
Model 1
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16:32
13.
What explains the incumbent’s votes?
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19:00
14.
T-test
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19:57
15.
What explains the incumbent’s votes?
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19:58
16.
Model 1
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19:58
17.
The US Presidential Election Data
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20:00
18.
The election example
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21:09
19.
The US Presidential Election Data
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21:10
20.
Model 1
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21:10
21.
What explains the incumbent’s votes?
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21:12
22.
T-test
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24:14
23.
What explains the incumbent’s votes?
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24:14
24.
Model 1
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24:36
25.
What explains the incumbent’s votes?
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24:37
26.
T-test
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24:58
27.
T-test
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25:10
28.
T-test
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25:11
29.
What explains the incumbent’s votes?
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25:12
30.
Model 1
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25:12
31.
The US Presidential Election Data
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25:13
32.
The election example
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25:37
33.
The US Presidential Election Data
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25:37
34.
Model 1
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25:38
35.
What explains the incumbent’s votes?
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25:39
36.
T-test
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25:40
37.
T-test
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28:31
38.
T-test
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28:31
39.
What explains the incumbent’s votes?
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28:32
40.
Model 1
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29:26
41.
What explains the incumbent’s votes?
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29:27
42.
T-test
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29:29
43.
T-test
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29:30
44.
Model 2
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30:00
45.
Model 3
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30:04
46.
Model 4
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30:22
47.
Model 3
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30:29
48.
Model 4
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30:30
49.
An Intuitive way of Testing Two Restrictions Jointly
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30:35
50.
An Intuitive way of Testing Two Restrictions Jointly: 𝐻 0 : 𝑏 2 = 𝑏 3 =0
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30:37
51.
An Intuitive way of Testing Two Restrictions Jointly
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32:58
52.
An Intuitive way of Testing Two Restrictions Jointly: 𝐻 0 : 𝑏 2 = 𝑏 3 =0
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35:09
53.
An Intuitive way of Testing Two Restrictions Jointly
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35:10
54.
Model 4
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35:11
55.
Model 3
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35:12
56.
Model 2
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35:12
57.
T-test
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35:13
58.
T-test
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35:14
59.
What explains the incumbent’s votes?
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35:15
60.
Model 1
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35:57
61.
What explains the incumbent’s votes?
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35:58
62.
T-test
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35:59
63.
T-test
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35:59
64.
Model 2
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36:00
65.
Model 3
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36:01
66.
Model 4
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36:01
67.
An Intuitive way of Testing Two Restrictions Jointly
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36:03
68.
An Intuitive way of Testing Two Restrictions Jointly: 𝐻 0 : 𝑏 2 = 𝑏 3 =0
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37:03
69.
An Intuitive way of Testing Two Restrictions Jointly
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37:03
70.
Model 4
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37:04
71.
Model 3
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37:05
72.
Model 2
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37:28
73.
Model 3
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37:28
74.
Model 4
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37:29
75.
An Intuitive way of Testing Two Restrictions Jointly
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37:30
76.
An Intuitive way of Testing Two Restrictions Jointly: 𝐻 0 : 𝑏 2 = 𝑏 3 =0
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37:31
77.
Slide 17
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37:32
78.
An Intuitive way of Testing Two Restrictions Jointly: 𝐻 0 : 𝑏 2 = 𝑏 3 =0
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41:14
79.
Slide 17
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43:02
80.
An Intuitive way of Testing Two Restrictions Jointly: 𝐻 0 : 𝑏 2 = 𝑏 3 =0
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43:03
81.
An Intuitive way of Testing Two Restrictions Jointly
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43:04
82.
Model 4
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43:12
83.
Model 3
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43:18
84.
Model 4
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43:18
85.
An Intuitive way of Testing Two Restrictions Jointly
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43:19
86.
An Intuitive way of Testing Two Restrictions Jointly: 𝐻 0 : 𝑏 2 = 𝑏 3 =0
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43:20
87.
Slide 17
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43:25
88.
Example 2
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43:32
89.
Example 2
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44:53
90.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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44:54
91.
Example 2
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46:36
92.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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50:35
93.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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54:34
94.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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54:38
95.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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54:42
96.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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54:53
97.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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54:55
98.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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54:57
99.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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55:03
100.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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55:10
101.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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55:10
102.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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56:16
103.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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56:17
104.
An F-Test Example
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56:19
105.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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56:47
106.
An F-Test Example
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58:43
107.
Sales= 𝑏 0 + 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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58:44
108.
An F-Test Example
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59:35
109.
Sales= 𝑏 0 + 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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59:44
110.
An F-Test Example
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59:55
111.
Sales= 𝑏 0 + 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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1:00:11
112.
Another F-Test Example
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1:01:49
113.
Which is the best model?
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1:04:27
114.
Another F-Test Example
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1:04:28
115.
Sales= 𝑏 0 + 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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1:04:28
116.
An F-Test Example
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1:04:29
117.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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1:04:29
118.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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1:04:30
119.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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1:04:32
120.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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1:04:34
121.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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1:04:36
122.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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1:04:58
123.
Sales= 𝑏 0 + 𝑏 1 𝐴𝐺𝐸+ 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+ 𝑏 5 𝐺𝑃𝐴+𝜀
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1:04:59
124.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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1:05:05
125.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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1:05:07
126.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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1:05:24
127.
Sales= 𝑏 0 + 𝑏 2 𝐴𝑁𝑋𝑆+ 𝑏 3 𝐴𝑃𝑇𝑆+ 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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1:05:24
128.
An F-Test Example
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1:05:25
129.
Sales= 𝑏 0 + 𝑏 4 𝐸𝑋𝑃𝑆+𝜀
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1:05:49
130.
Another F-Test Example
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1:05:49
131.
Which is the best model?
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1:05:50
132.
Adjusted 𝑅 2
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1:06:53
133.
Degrees of Freedom
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1:07:26
134.
Dummy Variable
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1:12:16
135.
Dummy Variables
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1:13:44
136.
Dummy Variable
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1:13:52
137.
𝑠𝑎𝑙𝑒 𝑠 𝑡 = 𝑏 0 + 𝑏 1 𝑡𝑒𝑚𝑝𝑟𝑒𝑡𝑢𝑟 𝑒 𝑡 + 𝑏 2 𝑤𝑒𝑎𝑡ℎ𝑒𝑟+ 𝜀 𝑡
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1:15:29
138.
Sales of Ice Cream
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1:15:49
139.
𝑠𝑎𝑙𝑒 𝑠 𝑡 = 𝑏 0 + 𝑏 1 𝑡𝑒𝑚𝑝𝑟𝑒𝑡𝑢𝑟 𝑒 𝑡 + 𝑏 2 𝑤𝑒𝑎𝑡ℎ𝑒𝑟+ 𝜀 𝑡
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1:15:49
140.
Dummy Variable
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1:15:51
141.
Dummy Variables
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1:16:28
142.
Dummy Variable
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1:16:29
143.
𝑠𝑎𝑙𝑒 𝑠 𝑡 = 𝑏 0 + 𝑏 1 𝑡𝑒𝑚𝑝𝑟𝑒𝑡𝑢𝑟 𝑒 𝑡 + 𝑏 2 𝑤𝑒𝑎𝑡ℎ𝑒𝑟+ 𝜀 𝑡
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1:16:30
144.
Sales of Ice Cream
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1:17:05
145.
Another Example of Dummy Variable
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1:21:15
146.
Another Example of Dummy Variable