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Regularization Tools Version 4.1
- matlab 正则化工具包 可以下载解压后在matlab中直接使用,解决病态方程的计算问题(Matlab regularization Toolkit)
tikhonov
- 吉洪诺夫正则化的matlab函数,可以自己选择参数值,调用即可(The matlab function of Tikhonov regularization)
线性方程组计算
- 利用高斯消元法法求解病态矩阵——hilbert 矩阵的线性方程组。通过条件数分析,找出误差较大的原因。再利用 Jacobi 迭代方法、G-S 迭代方法和 SOR 迭代法做了进一步探究。另外,作为要求之外的,还使用共轭梯度法来求解方程以来进行对比,并利用Tikhonov 正则化的方法改善矩阵的条件数,来减小误差。(The Gauss elimination method is used to solve the linear equations of the ill conditioned mat
正则化
- 深度网络中防至过拟合的情况,可以使用正则化,这里将实现L2正则化(In case of overfitting in deep network, regularization can be used, and L2 regularization is implemented here.)
tikhonov
- 压缩包里包含了:正则化方法,L曲线,奇异值分解等,希望对大家有帮助(Compression package contains: regularization method, L curve, singular value decomposition and so on, we hope to help everyone.)
regularization
- 软件包里面是正则化算法的一些程序,自己做了小实验验证,希望对大家能有所帮助(Software package is a regularization algorithm of some of the procedures, have done a small experiment verification, I hope we can help.)
Regularization Tools Version 4.1
- 正则化工具,完整的正则化工具,包括各种正则化的处理,使用matlab编程语言(regularization tools)
RegularizationMatlab(4)
- 正则化反演的程序,可用于地球物理专业数值反演(Regularization inversion program)
tv_fista
- 基于总变差正则化模型的图像复原,有图像加噪去噪,去模糊的功能(Image restoration based on total variation regularization model has functions of image denoising, denoising and deblurring.)
TVL1denoise
- 正则化去除噪声,效果撮合,凑合。。。。。。(Tikhonov regularization)
particle kf)
- 正则化粒子滤波器 可以参考看看,新手可能有些难度(Regularized particle filter)
ilovematlab总变分超分辨率重建
- 利用tikhonnov正则化的方法求解病态方程的解。包括利用L曲线法求解所需平衡参数(Tikhonnov regularization method is used to solve the ill conditioned equation. Including the use of L curve method to solve the required balance parameters.)
vel_Tikhonov
- tikhonov求解,正则化参数为0.1,应用svd分解,求解病态矩阵的解。(Tikhonov solution, regularization parameter is 0.1, using SVD decomposition to solve the ill-conditioned matrix solution.)
Matlab-Regularization-Tools-Hansen1998.tar
- 经典讲述正则化的书籍,matlab的正则化工具箱。(Classic books about regularization, matlab regularization toolbox.)
代码
- Abel变换的数值反演计算用离散正则化方法实现(Discrete regularization method for numerical inversion of Abel transform)
奇异值系统
- 不适定问题正则化方法中的奇异值系统第一类积分算子求解(The first kind of integral operators for singular value system in regularization of ill posed problems)
RELM
- 正则化学习机,通过对学习过程施加光滑约束,将不适定学习问题转化为适定学习问题,从而避免伪逆的数值不稳定性。(Regularized Extreme Learning Machine)
正则化方法
- 在进行矩阵求逆等计算时遇到矩阵条件数较大导致病态时,常用的各种解决病态方程方法(In the calculation of matrix inversion, when the number of matrix conditions is large, which leads to ill condition, various common methods to solve ill condition equation are used)
地磁延拓正则化方法
- 地磁向下延拓为不适定问题,各种正则化方法,如l1正则化,吉普诺夫正则化等,积分迭代和二乘法也是解决这类问题的迭代方法
regu
- 正则化工具包,包括L曲线法求解正则化参数,整套函数(Regularization toolkit, including L-curve method to solve regularization parameters, a set of functions)