拉丁超立方体抽样Latin hypercube sampling说明[转] LifeBug:03.随机变量和3F(PDF、CDF、PMF)
拉丁超立方采样(Latin Hypercube Sampling, LHS)是一种统计采样技术,用于生成一组样本点,这些样本点在参数空间中均匀分布,并且满足每个维度只有一个样本点落在该维度的取值范围内。LHS常用于参数优化和模型验证等领域。在Python中,有几种常用的包可以进行拉丁超立方采样,下面介绍两种常用的方法。1. 使用pyDOE2包pyDOE2...
(2019) Gan, Valdez. Metamodeling for Variable Annuities. This is sampling utility implementing Latin hypercube sampling from multivariate normal, uniform & empirical distribution. Correlation among variables can be sprecified.
拉丁超立方采样是一种特殊的采样方法，用于改进蒙特卡洛模拟中的随机抽样。它通过将样本空间分层，然后在每层内随机抽样，最后将样本打乱顺序，得到结果。相比于随机抽样，拉丁超立方采样在复杂分布场景下的效率更高，能够更均匀地覆盖样本空间，尤其是在正态分布等复杂分布的情况下。拉丁超立方采样的主要优点...
Latin hypercube sampling is a stratified sampling technique that produces random numbers in terms of the marginal CDF of a random input variable. From:Electric Power Systems Research,2023 Discover other topics Chapters and Articles You might find these chapters and articles relevant to this topic. ...
This paper contains a collection of results on Latin hypercube sampling. The first result is a Berry-Esseen-type bound for the multivariate central limit theorem of the sample mean μ̂nbased on a Latin hypercube sample. The second establishes sufficient conditions on the convergence rate in ...
探索未知的科学殿堂，拉丁超立方采样（Latin Hypercube Sampling, LHS）与蒙特卡洛模拟如同夜空中的璀璨星辰，照亮了处理不确定性问题的迷雾。蒙特卡洛，这个名字本身就蕴含着一种随机的魔力，它通过海量的模拟实验，为我们揭示概率世界的奥秘，哪怕是看似简单的抛硬币游戏，也能借此估算出五次投掷中出现一次...
c-plus-plusrrcpplatin-hypercube-sampling UpdatedMar 19, 2022 C++ Simple implementation of Latin Hypercube Sampling. numpydesign-of-experimentslatin-hypercube-samplingspace-filling-designs UpdatedApr 18, 2023 Python ChemDesign: DWSIM Experiment Toolkit ...
Latin Hypercube sampling from distrete,... Learn more about latin hypercube, discrete, non-uniform distribution
Latin hypercube sampling confidence interval 1 답변 Latin Hypercube Sampling for Triangular Distribution? 0 답변 전체 웹사이트 Latinized Partially Stratified Sampling File Exchange Latin Hypercube Sampling File Exchange Partially Stratified Sampling ...