英文翻译具有学术风格多用高级词汇不要漏翻译：计算得出的结果为Monohulled Sailboats的MSE为02658R2为07257Catamarans的MSE为02090 R2为07609。分别对Monohulled Sailboats、Catamarans做出网络神经拟合图和误差变换可视化图进行回归分析拟合结果好具体如下所示：误差分析图是对模型性能进行评估和改进的重要工具可以帮助我们深入了

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: