确定潜在维度数量并评估其可靠性的集合方法

IF 0.8 4区数学 Q3 STATISTICS & PROBABILITY

Communications in Statistics-Simulation and Computation Pub Date : 2024-03-13 DOI:10.1080/03610918.2024.2328166

Asana Neishabouri, Michel C. Desmarais

引用次数: 0

摘要

确定数据集的潜在维度（LD）数量是一个普遍存在的问题，为此已经开发出了许多方法。我们在合成数据上比较了一些最有效的方法，...

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An ensemble approach to determine the number of latent dimensions and assess its reliability

Determining the number of latent dimensions (LD) of a data set is a ubiquitous problem, for which numerous methods have been developed. We compare some of the most effective ones on synthetic data,...

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来源期刊

Communications in Statistics-Simulation and Computation 数学-统计学与概率论

CiteScore

2.50

自引率

11.10%

发文量

240

审稿时长

6 months

期刊介绍： The Simulation and Computation series intends to publish papers that make theoretical and methodological advances relating to computational aspects of Probability and Statistics. Simulational assessment and comparison of the performance of statistical and probabilistic methods will also be considered for publication. Papers stressing graphical methods, resampling and other computationally intensive methods will be particularly relevant. In addition, special issues dedicated to a specific topic of current interest will also be published in this series periodically, providing an exhaustive and up-to-date review of that topic to the readership.