Regression Analysis of Monohulled Sailboats and Catamarans: A Neural Network Approach

The computed results indicate that the MSE of 'Monohulled Sailboats' is 0.2658 and R2 is 0.7257, while the MSE of 'Catamarans' is 0.2090 and R2 is 0.7609. Network neural fitting and error transformation visualization plots were generated for both 'Monohulled Sailboats' and 'Catamarans' for regression analysis, demonstrating that the fitting results were satisfactory. The error analysis plot is an essential tool for evaluating and improving the performance of a model, aiding in a deeper understanding of the accuracy and shortcomings of the model's predictions. The error analysis plot is displayed below: