Regression

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Regression: Overview

This topic covers concepts such as Regression, Regression and its Types, Simple Linear Regression, General Form of the Simple Linear Regression Equation, Error in Simple Linear Regression, Multiple Linear Regression, Segmented Regression, etc.

Important Questions on Regression

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Find the equation of least-squares regression line from the given data.

x=10,y=50,xy=100,x2=50 and n=4

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Find the equation of least-squares regression line from the given data.

x=28,y=61.8,xy=314.8,x2=140 and n=7

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Explain multiple linear regression.

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Write a note on multiple linear regression.

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The given graph is an example of linear or non-linear regression model

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Is exponential regression non-linear? 

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What is meant by non-linear regression.

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Compare with the general equation of multiple linear regression and find regression coefficients a,b1,b2 and b3 for the equation Y=5+10X1+15X2+20X3+e

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Write the general equation of multiple linear regression with two independent variables X1,X2 having a,b1,b2 as the regression coefficient.

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Write the general equation of multiple linear regression, suppose that price of a product (Y) depends mainly upon three promotional activities such as discount X1, instalment scheme X2, and free installation X3. If the price of the product has linear relationship with each promotional activity, then the relationship among Y and X1,X2 and X3 having a,b1,b2,b3 as the regression coefficients.

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Write the general form of multiple linear regression.

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Difference between linear and non-linear regression.

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What is the difference between simple linear and multiple linear regressions to state the general form of multiple regression.

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Define multiple linear regression.

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For regression equation of Y on X is Y=10+0.3X+e, then find error e for the observed value of X=10 and Y=20.

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What is regression equation of Y on X.

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What is regression equation of X on Y.

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For regression equation Y=a+bX+eb is

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For regression equation X=a+bY+eb is

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If bXY=0.5 and a=8, then the regression equation of X on Y is