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The assignment is about comparison of correlation methods for testing nonlinear dependence variables.

*METHODES used in my research.

1- Spearman correlation. Packages that I used for coding: library(infotheo) and library(pspearman)

2- Distance correlation. Package: library(energy)

3- Maximal information coefficient. Package: library(minerva)

4- Mutual Information. Package: library(infotheo)

5- Copula Correlation. We didn’t use any package

6- Biweight Midcorrelation. Package: library (WGCNA)

All the codes use R program and I am done working on all the codes. I will attach the graphing result

*MODELS

We tested these methods for: Linear, Cube Root, Quadratic, Wavelet, Circle and cluster

*A Basic Good Example of what I am looking for

https://m-clark.github.io/docs/CorrelationComparis…

*Some papers may help :

https://www.semanticscholar.org/paper/Ensemble-Cor…

https://arxiv.org/pdf/1512.00750.pdf

https://projecteuclid.org/euclid.aos/1201012979

http://d-scholarship.pitt.edu/8056/

*The assignment includes

ABSTRACT, INTRODUCTION, SIMULATION, linear and nonlinear and REFERENCE

writing about 10-15 pages include a small graph pictures and formulas +references
Using at least 6 references from google scholar

12 point font Times New Roman

1.5 space

APA sty

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