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Date : 2025-12-18 Size : 20kb User : 龙陈

DL : 0
estimate the test accuracy,training accuray and validation accuracy of a neural network with 10-fold cross validation.-estimate the test accuracy,training accuray and validation accuracy of a neural network with 10-fold cross validation.
Date : 2025-12-18 Size : 1kb User : sak

The code implements a probabilstic Neuraol network for classification problems trained with a Leave One Out Cross Validation Scheme in Matlab (version 7 or above). The following toolboxes are required: statidtics, optimization and neural networks.
Date : 2025-12-18 Size : 33kb User : Alfredo/Passos

matlab交叉验证cross Validation,把样本集分为训练集和测试集,防止网络出现过拟合,提高网络的泛化能力和预测精度-cross Validation for matlab,to estimate the test accuracy,training accuray and validation accuracy of a neural network
Date : 2025-12-18 Size : 1kb User : 周杰伦

SURROGATES工具箱是一个多维函数逼近和优化方法的通用MATLAB库。当前版本包括以下功能: 实验设计:中心复合设计,全因子设计,拉丁超立方体设计,D-optimal和maxmin设计。 代理:克里金法,多项式响应面,径向基神经网络和支持向量回归。 错误和交叉验证的分析:留一法和k折交叉验证,以及经典的错误分析(确定系数,标准误差;均方根误差等;)。 基于代理的优化:高效的全局优化(EGO)算法。 其他能力:通过安全裕度进行全局敏感性分析和保守替代。(SURROGATES Toolbox is a general-purpose MATLAB library of multidimensional function approximation and optimization methods. The current version includes the following capabilities: Design of experiments: central composite design, full factorial design, Latin hypercube design, D-optimal and maxmin designs. Surrogates: kriging, polynomial response surface, radial basis neural network, and support vector regression. Analysis of error and cross validation: leave-one-out and k-fold cross-validation, and classical error analysis (coefficient of determination, standard error; root mean square error; and others). Surrogate-based optimization: efficient global optimization (EGO) algorithm. Other capabilities: global sensitivity analysis and conservative surrogates via safety margin.)
Date : 2025-12-18 Size : 354kb User : pluto1888
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