What's the non parametric alternative for Pearson's correlation, Simple linear regression, and Multiple linear regression, respectively?

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Raid Amin

1. Spearman's Rank Correlation.

2. Convert raw data to ranks for simple linear regression. I prefer normal quantiles as ranks.

3. Same for multiple regression.

Emmanuel Olamijuwon

In addition to above, you can also check if data can be arranged in time series (Cox-proportional Hazard Model).

Sal Mangiafico

Kendall Theil Sen Siegel is a simple nonparametric method for simple linear regression. There are actually a couple of distinct methods with some combination of those four names in the title.

Mario di traglia

the result doesn't change if the linearity hold

Cady Ubaldo

Thank you, everyone.

But I have to ask one more thing. I'm supposed to test correlation of sex: male/female and empathy scores, what sort of non-parametric correlation and regression can I use?

Icaro Bonamigo Gaspodini

Helll, Cady

These videos helped me choose the appropriate statistical tests for my research. I hope they are useful to you.

https://youtu.be/pWEWHKnwg_0

https://www.youtube.com/watch?v=DcS6_I63PHs

Hi,Try to search in : Cellular automata and random field: statistical analysis of complex space-Time systems

Sorry Cady I read only now because my RG doesn,t worked I apologise with you. the answer is yes. if you wont contact me can write on [email protected] best regards Mario