Regression-Analysis

Rumman Ansari   Software Engineer   2023-03-30   199 Share
☰ Table of Contents

Table of Content:


Definition
  • Regression is a technique to determine the relationship between two or more variables.

  • You can apply regression to scenarios that require prediction or causal inference.

  • You can use regression to understand the extent to which the area of a house affects the housing prices.

  • Regress means predicting one variable from another.

What can Regression Show ?
  • Regression can show how one variable varies with respect to another variable.

  • For example, the price of a wine bottle can vary depending on the average growing season temperature.

What Regression cannot show ?
  • Regression cannot show any causal relationship between two variables.

  • For example, if the area of the house is an independent variable and the price of the house is a dependent variable, you cannot conclude that houses with larger areas will increase the price of the house.

Topic Summary
  • Correlation is a measure that describes the strength of relationship between two variables .
  • Regression explains in more detail about this strength