Table 1.
Basic descriptive statistic of all registered ATP players from 2022 season.
Table 2.
Summary results of multivariate test for MANOVA.
Table 3.
Summary of the univariate tests results for different MANOVAs.
Fig 1.
Comparison of selected ATP rank and anthropometric-based characteristics.
Fig 2.
Comparison of selected ATP rank and service-base characteristics.
Fig 3.
Comparison of selected ATP rank and return-base characteristics.
Fig 4.
Comprehensive overview of statistically significant results from Multinomial Logistic Regression (MLR) including Odds Ratios (OR) and 95% Confidence Intervals (CI), with reference line for none effect.
Fig 5.
An overview of Neural Network test validation according predictors.
Fig 6.
An overview of Neural Network test validation according response.
Table 4.
An overview of the most accurate Neural Network models.
Fig 7.
ROC Curve for best performing Model 3.1 (After post-fine-tuning).