Application of Neutrosophic SuperHyperSoft Sets in MADM

In this work, we introduce the concept of Neutrosophic SuperHyperSoft Sets (NSHSS) by considering a universe of discourse and disjoint attribute structures, and develop fundamental operations including addition, multiplication, scalar multiplication, and scalar exponentiation. A novel Neutrosophic S...

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Main Authors: Ramesh Ramasamy, Krishnaprakash Shanmugavel, Florentin Smarandache
Format: Article
Language:English
Published: University of New Mexico 2025-06-01
Series:Neutrosophic Sets and Systems
Subjects:
Online Access:https://fs.unm.edu/NSS/35NeutrosophicSuperHyperSoft.pdf
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author Ramesh Ramasamy
Krishnaprakash Shanmugavel
Florentin Smarandache
author_facet Ramesh Ramasamy
Krishnaprakash Shanmugavel
Florentin Smarandache
author_sort Ramesh Ramasamy
collection DOAJ
description In this work, we introduce the concept of Neutrosophic SuperHyperSoft Sets (NSHSS) by considering a universe of discourse and disjoint attribute structures, and develop fundamental operations including addition, multiplication, scalar multiplication, and scalar exponentiation. A novel Neutrosophic SuperHyperSoft Weighted Aggregation (NSHSWA) operator is proposed, and a new entropy measure is defined to quantify uncertainty, with its theoretical properties validated. Building on this, we propose a Multi-Attribute Decision-Making (MADM) framework for selecting optimal mobile phones by combining NSHSS with entropy-based weighting. Five primary criteria- operational efficiency, power endurance, imaging capability, cost, and robustness are evaluated using power sets and neutrosophic modelling to capture uncertainty in user preferences. Subjective linguistic evaluations are mapped to neutrosophic values, and aggregated using the NSHSWA operator. Among 162 propositions constructed, the top alternatives are identified and ranked using a neutrosophic score function. The proposed methodology offers a comprehensive and reliable tool for guiding consumers toward selecting high quality mobile phones based on personalized needs, while providing a strong foundation for future uncertain information modelling and decision support.
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spelling doaj-art-56569dff83c546109d1d49a20db2885c2025-08-20T16:43:04ZengUniversity of New MexicoNeutrosophic Sets and Systems2331-60552331-608X2025-06-018563664910.5281/zenodo.15314856Application of Neutrosophic SuperHyperSoft Sets in MADMRamesh RamasamyKrishnaprakash Shanmugavel Florentin SmarandacheIn this work, we introduce the concept of Neutrosophic SuperHyperSoft Sets (NSHSS) by considering a universe of discourse and disjoint attribute structures, and develop fundamental operations including addition, multiplication, scalar multiplication, and scalar exponentiation. A novel Neutrosophic SuperHyperSoft Weighted Aggregation (NSHSWA) operator is proposed, and a new entropy measure is defined to quantify uncertainty, with its theoretical properties validated. Building on this, we propose a Multi-Attribute Decision-Making (MADM) framework for selecting optimal mobile phones by combining NSHSS with entropy-based weighting. Five primary criteria- operational efficiency, power endurance, imaging capability, cost, and robustness are evaluated using power sets and neutrosophic modelling to capture uncertainty in user preferences. Subjective linguistic evaluations are mapped to neutrosophic values, and aggregated using the NSHSWA operator. Among 162 propositions constructed, the top alternatives are identified and ranked using a neutrosophic score function. The proposed methodology offers a comprehensive and reliable tool for guiding consumers toward selecting high quality mobile phones based on personalized needs, while providing a strong foundation for future uncertain information modelling and decision support. https://fs.unm.edu/NSS/35NeutrosophicSuperHyperSoft.pdfneutrosophic superhypersoft setssuperhypersoft setsneutrosophic soft setsneutrosophic sets
spellingShingle Ramesh Ramasamy
Krishnaprakash Shanmugavel
Florentin Smarandache
Application of Neutrosophic SuperHyperSoft Sets in MADM
Neutrosophic Sets and Systems
neutrosophic superhypersoft sets
superhypersoft sets
neutrosophic soft sets
neutrosophic sets
title Application of Neutrosophic SuperHyperSoft Sets in MADM
title_full Application of Neutrosophic SuperHyperSoft Sets in MADM
title_fullStr Application of Neutrosophic SuperHyperSoft Sets in MADM
title_full_unstemmed Application of Neutrosophic SuperHyperSoft Sets in MADM
title_short Application of Neutrosophic SuperHyperSoft Sets in MADM
title_sort application of neutrosophic superhypersoft sets in madm
topic neutrosophic superhypersoft sets
superhypersoft sets
neutrosophic soft sets
neutrosophic sets
url https://fs.unm.edu/NSS/35NeutrosophicSuperHyperSoft.pdf
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AT krishnaprakashshanmugavel applicationofneutrosophicsuperhypersoftsetsinmadm
AT florentinsmarandache applicationofneutrosophicsuperhypersoftsetsinmadm