题目
单项选择题
Consider the following nonlinear regression model: 𝑦 𝑖 = 𝛼 + 𝛽 𝑥 𝑖 + 𝜀 𝑖 , Assume i.i.d. data and 𝔼 [ 𝜀 𝑖 | 𝑥 𝑖 ] = 0 . To estimate 𝛼 and 𝛽 by GMM, we need at least two moment conditions. Chose the correct answer below.
选项
A.We can estimate the model using the following theoretical moments
𝔼
[
𝑦
𝑖
−
𝛼
−
𝛽
𝑥
𝑖
]
=
0
𝔼
[
(
𝑦
𝑖
−
𝛼
−
𝛽
𝑥
𝑖
)
𝑥
𝑖
𝛽
𝑥
𝑖
−
1
]
=
0
𝔼
[
(
𝑦
𝑖
−
𝛼
−
𝛽
𝑥
𝑖
)
𝑥
𝑖
]
=
0
B.We can estimate the model using the following theoretical moments
𝔼
[
𝑦
𝑖
−
𝛼
−
𝛽
𝑥
𝑖
]
=
0
𝔼
[
(
𝑦
𝑖
−
𝛼
−
𝛽
𝑥
𝑖
)
𝑥
𝑖
]
=
0
C.We can estimate the model using the following theoretical moments
𝔼
[
𝑦
𝑖
−
𝛼
−
𝛽
𝑥
𝑖
]
=
0
𝔼
[
(
𝑦
𝑖
−
𝛼
−
𝛽
𝑥
𝑖
)
𝑥
𝑖
𝛽
𝑥
𝑖
−
1
]
=
0
D.Any of the answers provides appropriate moment conditions for estimation.
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标准答案
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思路分析
Examining the problem, we are dealing with a simple linear regression y_i = α + β x_i + ε_i, with E[ε_i | x_i] = 0 and i.i.d. data. In a GMM framework, valid moment conditions come from the orthogonality between the structural error and instruments (here, the regressor and a constant).
Option 1: E[y_i − α − β x_i] = 0 and E[(y_i − α − β x_i) x_i] = 0. These are the standard mean and slope-related moment conditions one can deriv......Login to view full explanation登录即可查看完整答案
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Consider the following nonlinear regression model: yi=α+x β i +εi, Assume i.i.d. data and 𝔼[εi|xi]=0. To estimate α and β by GMM, we use the two theoretical moment conditions 𝔼[yi−α−x β i ]=0 𝔼[(yi−α−x β i )xi]=0 To compute the variance of the GMM estimator we need the matrices Γ0 and Φ0.
Consider the following nonlinear regression model: 𝑦 𝑖 = 𝛼 + 𝛽 𝑥 𝑖 + 𝜀 𝑖 , Assume i.i.d. data and 𝔼 [ 𝜀 𝑖 | 𝑥 𝑖 ] = 0 . To estimate 𝛼 and 𝛽 by GMM, we need at least two moment conditions, and we use 𝔼 [ 𝑦 𝑖 − 𝛼 − 𝛽 𝑥 𝑖 ] = 0 𝔼 [ ( 𝑦 𝑖 − 𝛼 − 𝛽 𝑥 𝑖 ) 𝑥 𝑖 𝛽 𝑥 𝑖 − 1 ] = 0 Chose the correct answer below.
Consider the following nonlinear regression model: yt=αx β t +εt Assume i.i.d. data and 𝔼[εt|xt]=0. To estimate α and β by GMM, we chose among the following moment conditions: 𝔼[yt−αx β t ]=0 𝔼[(yt−αx β t )xt]=0 𝔼[(yt−αx β t ) 1 xt ]=0 Choose the most appropriate answer below:
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