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PHYSICAL REVIEW LETTERS 125, 106101 (2020)Weak Dimensionality Dependence and Dominant Role of Ionic Fluctuations in the ChargeDensityWave Transition of NbSe2 1Raffaello Bianco,1,* Lorenzo Monacelli,2,3
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Weak dimensionality dependence refers to a statistical concept where the dependence or correlation between certain variables becomes less pronounced in high-dimensional spaces. It highlights a situation where the behavior or influence of dimensions diminishes as the number of dimensions increases.
Typically, entities or researchers involved in statistical modeling, data analysis, or high-dimensional data challenges are required to address weak dimensionality dependence, particularly in fields like finance, machine learning, and data science.
Filling out weak dimensionality dependence usually involves identifying the relevant dimensions and variables, assessing the relationships among them, and utilizing appropriate statistical methods to report how these dependencies change as dimensions increase.
The purpose of addressing weak dimensionality dependence is to better understand the structure of data in high dimensions, to prevent overfitting in models and to improve the interpretability and effectiveness of statistical analyses.
Information to be reported includes the dimensions of interest, the degree of dependence among variables, statistical methods used for analysis, and implications of findings on the overall model or data interpretation.
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