Fundamental Role of Standard-Deviation Normalization in a Scale-Invariant Statistical Framework

This formalizes the principle that reality’s statistical structure is fundamentally captured by dimensionless ratios relative to intrinsic variability, with the standard deviation serving as the fundamental “ruler” for measuring fluctuations.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-09-28
DOI
https://doi.org/10.5281/zenodo.17216379
Primary Topic
Historical and Archaeological Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Fundamental Role of Standard-Deviation Normalization in a Scale-Invariant Statistical Framework

Zenodo (CERN European Organization for Nuclear Research)
Historical and Archaeological Studies
article

Fundamental Role of Standard-Deviation Normalization in a Scale-Invariant Statistical Framework

article en

Abstract

This formalizes the principle that reality’s statistical structure is fundamentally captured by dimensionless ratios relative to intrinsic variability, with the standard deviation serving as the fundamental “ruler” for measuring fluctuations.

Zenodo (CERN European Organization for Nuclear Research)
Q-Flex (United States) (US)
Openalex Percentile: Top 43%
Historical and Archaeological Studies
DOIOpen Access PDFOpenAlex
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Fundamental Role of Standard-Deviation Normalization in a Scale-Invariant Statistical Framework · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS