Comparative Study among MAPE, RMSE and R Square over the Treatment Techniques Undergone for PCOS Influenced Women

Title:Comparative Study among MAPE, RMSE and R Square over the Treatment Techniques Undergone for PCOS Influenced Women

Volume: 19 Issue: 1

Author(s): M. Shanmugavalli*K. Majella Jenvi Ignatia

Affiliation:

• Department of Mathematics, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Saveetha University, Chennai, India

Abstract:

Background: Among the various statistical measures, Root Mean Square Error (RMSE), Mean absolute Percentage Error (MAPE), and R-squared (Coefficient of determination) are the most widely used methods. The significance of the R square approach in the medical field was extensively discussed in the current review. Furthermore, we compared a number of statistical metrics for potential applications in the treatment of various disorders. In addition, the pertinent patents of R square for the consequences of testosterone and the enzymes aspartate dehydrogenase (AST) and alanine transaminase (ALT) on Polycystic Ovary Syndrome (PCOS) treated patients have been developed.

Method: We study in this paper the detailed comparative study on the biological system using RMSE, MAPE, and  Squared, which consists of 29 PCOS-influenced women against 20 healthy women and followed by the obesity verification model over the Sprague Dawley rats.

Results: R Square provides the best results among all mathematical regression analytical methods in PCOS-influenced patients.

Conclusion: In this study, we provide the strong conclusion that aspartate dehydrogenase (AST) with testosterone treated on PCOS influenced women to have a greater chance of getting affected by Non-alcoholic fatty liver disease (NAFLD) rather than alanine transaminase (ALT) with testosterone- treated patients. Furthermore, this study extends their mathematical regression analysis through R squared for the obesity verification over rat model. It confirms that letrozole-treated rats are inhibited in obese compared with control rats, which results in a chance of NAFLD. Therefore, AST combined with testosterone creates a major chance for liver dysfunction.

Cite this article as:

Shanmugavalli M.*, Ignatia Majella Jenvi K., Comparative Study among MAPE, RMSE and R Square over the Treatment Techniques Undergone for PCOS Influenced Women, Recent Patents on Engineering 2025; 19 (1) : e041223224190 . https://dx.doi.org/10.2174/0118722121269786231120122435