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What should I believe in nonlinear curve fitting, Chi-square or R

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Identifying the Big Shots—A Quantile-Matching Way in the Big Data

Could you please recommend a software for computing nonlinear

Chi-square as evaluation metrics for nonlinear machine learning

Chapter 52 Investigating Nonlinear Associations Using Polynomial

Performing Fits and Analyzing Outputs — Non-Linear Least-Squares

616 questions with answers in NONLINEAR

Small Reduced Chi Squared interpretation

Nonlinear Least-Squares Fitting — GSL 2.7 documentation

Can anyone recommend an appropriate set of functions to fit the