A Neutrosophic SuperHyper Number Framework for Accurate Statistical Evaluation of Financial Performance in High-Tech Enterprises

This paper introduces a new mathematical model that evaluates the financial performance of high-tech enterprises using neutrosophic numbers and superhyper uncertainty theory. Traditional financial analysis often fails to address incomplete, indeterminate, or conflicting information. To solve this pr...

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Main Author: Yujuan Xie
Format: Article
Language:English
Published: University of New Mexico 2025-07-01
Series:Neutrosophic Sets and Systems
Subjects:
Online Access:https://fs.unm.edu/NSS/58NeutrosophicSuperHyper.pdf
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author Yujuan Xie
author_facet Yujuan Xie
author_sort Yujuan Xie
collection DOAJ
description This paper introduces a new mathematical model that evaluates the financial performance of high-tech enterprises using neutrosophic numbers and superhyper uncertainty theory. Traditional financial analysis often fails to address incomplete, indeterminate, or conflicting information. To solve this problem, we develop a Neutrosophic SuperHyper Number Framework (NSHNF) that combines elements from neutrosophic number theory, superhyper structures, and neutrosophic probability/statistics. Each financial metric is modeled as a neutrosophic number in the form x=a+bI, where I capture indeterminacy. These values are then structured using powersets Pn to allow for multiple levels of uncertainty. We introduce several new formulas, such as the Neutrosophic Mean, Variance, and a new index called NSHNPI (Neutrosophic SuperHyper Number Performance Index). Realistic examples are provided with full calculations to show the model's usefulness and accuracy. This work represents a new direction in financial evaluation by combining strong mathematical logic, deep uncertainty handling, and practical applications in business analytics.
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spelling doaj-art-eb6e5c56b3fa4ca5abc32cd97163c29f2025-08-20T03:07:34ZengUniversity of New MexicoNeutrosophic Sets and Systems2331-60552331-608X2025-07-018890691810.5281/zenodo.15873438A Neutrosophic SuperHyper Number Framework for Accurate Statistical Evaluation of Financial Performance in High-Tech EnterprisesYujuan XieThis paper introduces a new mathematical model that evaluates the financial performance of high-tech enterprises using neutrosophic numbers and superhyper uncertainty theory. Traditional financial analysis often fails to address incomplete, indeterminate, or conflicting information. To solve this problem, we develop a Neutrosophic SuperHyper Number Framework (NSHNF) that combines elements from neutrosophic number theory, superhyper structures, and neutrosophic probability/statistics. Each financial metric is modeled as a neutrosophic number in the form x=a+bI, where I capture indeterminacy. These values are then structured using powersets Pn to allow for multiple levels of uncertainty. We introduce several new formulas, such as the Neutrosophic Mean, Variance, and a new index called NSHNPI (Neutrosophic SuperHyper Number Performance Index). Realistic examples are provided with full calculations to show the model's usefulness and accuracy. This work represents a new direction in financial evaluation by combining strong mathematical logic, deep uncertainty handling, and practical applications in business analytics. https://fs.unm.edu/NSS/58NeutrosophicSuperHyper.pdfneutrosophic numberssuperhyper uncertaintyfinancial performancehigh-tech enterprisesneutrosophic statisticsindeterminacysuperhyperfunctionsnshnpineutrosophic logicuncertain decision models
spellingShingle Yujuan Xie
A Neutrosophic SuperHyper Number Framework for Accurate Statistical Evaluation of Financial Performance in High-Tech Enterprises
Neutrosophic Sets and Systems
neutrosophic numbers
superhyper uncertainty
financial performance
high-tech enterprises
neutrosophic statistics
indeterminacy
superhyperfunctions
nshnpi
neutrosophic logic
uncertain decision models
title A Neutrosophic SuperHyper Number Framework for Accurate Statistical Evaluation of Financial Performance in High-Tech Enterprises
title_full A Neutrosophic SuperHyper Number Framework for Accurate Statistical Evaluation of Financial Performance in High-Tech Enterprises
title_fullStr A Neutrosophic SuperHyper Number Framework for Accurate Statistical Evaluation of Financial Performance in High-Tech Enterprises
title_full_unstemmed A Neutrosophic SuperHyper Number Framework for Accurate Statistical Evaluation of Financial Performance in High-Tech Enterprises
title_short A Neutrosophic SuperHyper Number Framework for Accurate Statistical Evaluation of Financial Performance in High-Tech Enterprises
title_sort neutrosophic superhyper number framework for accurate statistical evaluation of financial performance in high tech enterprises
topic neutrosophic numbers
superhyper uncertainty
financial performance
high-tech enterprises
neutrosophic statistics
indeterminacy
superhyperfunctions
nshnpi
neutrosophic logic
uncertain decision models
url https://fs.unm.edu/NSS/58NeutrosophicSuperHyper.pdf
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