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29 questions · timed · auto-graded

Question 11 Mark
Will the regression co-efficient change if the values of both the variables are doubled with the help of transformation of scale ?
Answer
The regression co-efficient will not change if the values of both the variables are doubled.
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Question 21 Mark
What is the value of error if a sample point is on the fitted line ?
Answer
The value of error is zero $(0)$ if a sample point is one the fitted line.
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Question 31 Mark
The regression co-efficient is not independent of which transformation ?
Answer
The regression co-efficient is not independent from the change of scale.
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Question 41 Mark
The regression co-efficient is independent of which transformation ?
Answer
The regression co-efficient is independent from the change of origin.
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Question 51 Mark
Give the name of a method to obtain the best fitted regression line.
Answer
Method to obtain the best fitted regression line is 'least square method'.
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Question 61 Mark
What is an error in context with a regression line ?
Answer
  • The difference between the observed value $y$ of the variable $Y$ and the estimated value $ŷ$ of $y$ obtained by the regression model is called an error in context with a regression line. It is denoted by $‘e’.$ Thus, $e = y – ŷ.$
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Question 71 Mark
Define : Regression co-efficient.
Answer
  • The co-efficient of $b$ of $x$ in the linear regression model $y = a + bx$ is known as co-efficient of regression.
  • OR The approximate change in the value of dependent variable for a unit change in the value of independent variable.
  • b represents the appropriate increase or decrease in the value of $Y$ per one unit increase or decrease in the value of $X.$
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Question 81 Mark
If $Y = 5 – 3x$ is the relation between $Y$ and $X$ then what is the value of $r\ ?$
Answer
$y = 5 – 3x $
$\therefore b = – 3.$
​​​​​​​Here the value of $r$ is $-1.$
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Question 91 Mark
If $Y$ and $X$ have the relation $y = a + bx,$ where $b > 0,$ then what is the value of $r\ ?$
Answer
$y = a + bx;$ where $b > 0,$ then the value of $r$ is $1.$
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Question 101 Mark
If $r=0.5, S_x=2 ; S_y=4$ what is the value of $b_{y x}$ ?
Answer
$
r=0.5, S_x=2, S_y=4
$
Now, $b_{y x}=r \cdot \frac{S_y}{ S _x} ;$ putting the values given.
$
\therefore b_{y x}=0.5 \times \frac{4}{2}=0.5 \times 2=1
$
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Question 111 Mark
Define : Linear Regression
Answer
The relation between two variables determined by an appropriate mathematical function which is represented by a straight line, then it is known as linear regression.
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Question 121 Mark
State the constants of linear regression model.
Answer
In the linear regression model.
$Y = a + \beta X + u , a$ and $\beta$ are constants.
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Question 131 Mark
In regression model how is the dependent variable $Y$ expressed?
Answer
In regression model the dependent variable $Y$ is expressed as a proper mathematical function of $X.$
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Question 141 Mark
What is explained variable?
Answer
Out of two variables, having cause-effect relationship, effect variable is called explained variable.
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Question 151 Mark
What is called explanatory variable?
Answer
Out of two variables having cause- effect relationship, the causal variable is called explanatory variable.
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Question 161 Mark
What is regression model?
Answer
A statistical model which describes the cause and effect relationship between two variables is called a regression model.
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Question 171 Mark
What is a model?
Answer
A set of one or more equations representing a relation or a problem is called a model.
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Question 181 Mark
During which type of study was the term regression first used by sir Francis Galton?
Answer
During the study of human inheritance the term regression was first used by Sir Francis Galton.
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Question 191 Mark
State the literal meaning of regression.
Answer
The literal meaning of regression is ‘to avert’ or ‘to return to average value’.
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Question 201 Mark
Will the regression coefficient change If the values of both the variables are doubled with the help of transformation of scale?
Answer
If the values of both the variable are doubled then the value of the regression coefficient will not change, because $C_x = \frac{1}{2}$ and $C_y = \frac{1}{2}$
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Question 211 Mark
Which statistician initiated the study of regression ?
Answer
English Statistician Sir Francis Galton initiated the study of regression.
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Question 221 Mark
Which variable is independent and which is dependent in cause and effect relationship ?
Answer
Out of two variables, variables which is the form of cause is said to be independent variable, while which is in the form of effect is said to be dependent variable.
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Question 231 Mark
What is regression ?
Answer
Regression is the relation between two variable determined by an appropriate mathematical function.
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Question 241 Mark
Which measure is useful to know the effect of one variable occured due to the effect of another variable ?
Answer
Regression co-efficient is useful measure to know the effect of one variable occured due to the effect of another variable.
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Question 251 Mark
State the linear regression model that represents the relation between two random variables $Y$ and $X.$
Answer
Ans: Linear regression model $y = \alpha + \beta x + u;$
Where, $\alpha $ and $\beta$ are constants and u is an error variable.
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Question 261 Mark
What is linear regression model ?
Answer
When the relation of linear correlation between two variables is represented by an equation, it is called the linear regression model.
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Question 271 Mark
What Is the assumption for the study of regression ?
Answer
Before study of regression, we have to assume that there is cause and effect relationship between two variables.
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Question 281 Mark
Will the regression coefficient change if the values of both the variables x and y are doubled with the help of transformation of scale ?
Answer
No, the regression coefficient $b_{yx}$ will not change because the scale factor for both $x$ and $y$ is the same (multiplied by 2), and $b_{vu} = b_{yx} \cdot \frac{C_x}{C_y}$. Since $C_x=2$ and $C_y=2$, the ratio is 1.
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Question 291 Mark
If $ r=0.5, S_{x}=2, S_{y}=4 $, what is the value of regression coefficient $ b_{yx} $ ?
Answer
$ b_{yx} = r \cdot \frac{S_{y}}{S_{x}} = 0.5 \cdot \frac{4}{2} = 0.5 \cdot 2 = 1 $
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1 Marks Each - Statistics STD 12 Commerce Questions - Vidyadip