How to use Regression In real life

  • Context: Undergrad 
  • Thread starter Thread starter Soley101
  • Start date Start date
  • Tags Tags
    Life Regression
Click For Summary
SUMMARY

This discussion focuses on the application of regression analysis, specifically interpreting the coefficients 'a' and 'b' in the equation m = al^b to understand growth relationships between mass and length. It highlights that if the exponent 'b' is less than one, mass grows slower than length, indicating a sub-linear relationship. The conversation also distinguishes between linear regression for variables growing at similar rates and polynomial regression for more complex relationships, such as mass in relation to the volume of cubes. The importance of understanding basic function graphs is emphasized for interpreting regression results.

PREREQUISITES
  • Understanding of regression analysis concepts
  • Familiarity with basic mathematical functions and their graphs
  • Knowledge of polynomial equations, specifically m = al^b
  • Basic principles of linear regression
NEXT STEPS
  • Research the interpretation of regression coefficients in various contexts
  • Learn about polynomial regression and its applications
  • Study the properties of basic functions such as y = x, y = x^2, and y = x^{1/2}
  • Explore practical examples of mass-volume relationships in physics
USEFUL FOR

Students, researchers, and professionals in fields such as data analysis, physics, and engineering who are looking to deepen their understanding of regression analysis and its practical applications in interpreting growth relationships.

Soley101
Messages
37
Reaction score
0
Hi, I had made an inquiry about regression last week and am still working on understanding the whole concept.This week my question is different. How would I use the a and b values of the regression to indicate how something is growing. Like I'm having problems interpreting data because I do not yet know the rules I suppose. Like if I am doing a regression expressing the mass in terms of length so m=al^b then how can i describe how a certain something is growing based on the regression. Like is there a way to say if b is less then one then mass is growing slower then length etc. Where can I find these rules on how the y-axis will act based on the xaixs. Any suggestions?
 
Physics news on Phys.org
Soley101 said:
Hi, I had made an inquiry about regression last week and am still working on understanding the whole concept.This week my question is different. How would I use the a and b values of the regression to indicate how something is growing. Like I'm having problems interpreting data because I do not yet know the rules I suppose. Like if I am doing a regression expressing the mass in terms of length so m=al^b then how can i describe how a certain something is growing based on the regression. Like is there a way to say if b is less then one then mass is growing slower then length etc. Where can I find these rules on how the y-axis will act based on the xaixs. Any suggestions?
Your question has less to do with regression, and is more related to the graphs of basic functions such as ##y = x, y = x^2,## and ##y = x^{1/2} = \sqrt x##.
A common type of regression is linear regression, which you would use if the variable quantities you're looking at grow at about the same rate. On the other hand, if you are trying to come up with a formula for the masses of a number of cubes that are L units on a side, you would try to fit your measured data to a formula like this: ##m = kL^3##, where k represents the density of the material.

For such a cube, if you double the length L, the mass will then be 8 times greater.

Here are a few graphs of some basic functions.
graphs.jpg
 

Similar threads

  • · Replies 8 ·
Replies
8
Views
3K
  • · Replies 23 ·
Replies
23
Views
4K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 8 ·
Replies
8
Views
3K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 19 ·
Replies
19
Views
3K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K