Missing Value Estimation and Analysis in Neutrosophic RBD
The Randomized Block Design (RBD) is a fundamental experimental design widely utilized in agricultural and industrial research to control variation by grouping experimental units into homogeneous blocks. Moreover, real-world experiments are often subjected to various sources of uncertainty, includin...
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| Format: | Article |
| Language: | English |
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University of New Mexico
2025-07-01
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| Series: | Neutrosophic Sets and Systems |
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| Online Access: | https://fs.unm.edu/NSS/12NeutrosophicRBD.pdf |
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| _version_ | 1849233726773395456 |
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| author | Masum Raj S. C. Malik Rahul Thakur |
| author_facet | Masum Raj S. C. Malik Rahul Thakur |
| author_sort | Masum Raj |
| collection | DOAJ |
| description | The Randomized Block Design (RBD) is a fundamental experimental design widely utilized in agricultural and industrial research to control variation by grouping experimental units into homogeneous blocks. Moreover, real-world experiments are often subjected to various sources of uncertainty, including indeterminate, vague, imprecise, and erroneous data, which further complicate the analysis. To address these challenges, this paper introduces a novel neutrosophic analysis approach using Neutrosophic Logic for handling missing values in RBD under an uncertain environment. To further illustrate the practical application and effectiveness of the Neutrosophic Randomized Block Design (NRBD), an illustrative example from the medical field is presented. Further, simulation study is conducted to evaluate the performance of various parameters across different sample sizes. The analysis demonstrates the efficacy of Neutrosophic Randomized Block Design in preserving the statistical properties of the dataset and ensures more accurate and reliable experimental conclusions. |
| format | Article |
| id | doaj-art-4dfd989956494816b47b117fca2f5aa8 |
| institution | Kabale University |
| issn | 2331-6055 2331-608X |
| language | English |
| publishDate | 2025-07-01 |
| publisher | University of New Mexico |
| record_format | Article |
| series | Neutrosophic Sets and Systems |
| spelling | doaj-art-4dfd989956494816b47b117fca2f5aa82025-08-20T04:03:26ZengUniversity of New MexicoNeutrosophic Sets and Systems2331-60552331-608X2025-07-018714916010.5281/zenodo.15625298Missing Value Estimation and Analysis in Neutrosophic RBDMasum RajS. C. MalikRahul ThakurThe Randomized Block Design (RBD) is a fundamental experimental design widely utilized in agricultural and industrial research to control variation by grouping experimental units into homogeneous blocks. Moreover, real-world experiments are often subjected to various sources of uncertainty, including indeterminate, vague, imprecise, and erroneous data, which further complicate the analysis. To address these challenges, this paper introduces a novel neutrosophic analysis approach using Neutrosophic Logic for handling missing values in RBD under an uncertain environment. To further illustrate the practical application and effectiveness of the Neutrosophic Randomized Block Design (NRBD), an illustrative example from the medical field is presented. Further, simulation study is conducted to evaluate the performance of various parameters across different sample sizes. The analysis demonstrates the efficacy of Neutrosophic Randomized Block Design in preserving the statistical properties of the dataset and ensures more accurate and reliable experimental conclusions. https://fs.unm.edu/NSS/12NeutrosophicRBD.pdfrandomized block designneutrosophic logicmissing valueanalysis of varianceneutrosophic randomized block design |
| spellingShingle | Masum Raj S. C. Malik Rahul Thakur Missing Value Estimation and Analysis in Neutrosophic RBD Neutrosophic Sets and Systems randomized block design neutrosophic logic missing value analysis of variance neutrosophic randomized block design |
| title | Missing Value Estimation and Analysis in Neutrosophic RBD |
| title_full | Missing Value Estimation and Analysis in Neutrosophic RBD |
| title_fullStr | Missing Value Estimation and Analysis in Neutrosophic RBD |
| title_full_unstemmed | Missing Value Estimation and Analysis in Neutrosophic RBD |
| title_short | Missing Value Estimation and Analysis in Neutrosophic RBD |
| title_sort | missing value estimation and analysis in neutrosophic rbd |
| topic | randomized block design neutrosophic logic missing value analysis of variance neutrosophic randomized block design |
| url | https://fs.unm.edu/NSS/12NeutrosophicRBD.pdf |
| work_keys_str_mv | AT masumraj missingvalueestimationandanalysisinneutrosophicrbd AT scmalik missingvalueestimationandanalysisinneutrosophicrbd AT rahulthakur missingvalueestimationandanalysisinneutrosophicrbd |