Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation
In today's technological landscape, where data processing forms the backbone of modeling and predictive analytics, data imputation is crucial in filling missing values within datasets using statistical techniques. However, a notable gap exists in the literature for a toolkit that intuitively of...
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| Format: | Article |
| Language: | English |
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Elsevier
2025-05-01
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| Series: | SoftwareX |
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S2352711025000974 |
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| author | Vartul Shrivastava Shekhar Shukla |
| author_facet | Vartul Shrivastava Shekhar Shukla |
| author_sort | Vartul Shrivastava |
| collection | DOAJ |
| description | In today's technological landscape, where data processing forms the backbone of modeling and predictive analytics, data imputation is crucial in filling missing values within datasets using statistical techniques. However, a notable gap exists in the literature for a toolkit that intuitively offers data imputation. This research aims to bridge the gap by introducing Impute-VSS. This web-based imputation suite offers comparative simulations along with a novel imputation management pipeline for in-depth interpretation of imputation techniques. This manuscript showcases the technical premise of Impute-VSS and emphasises its potential as an inclusive data imputation suite for practitioners and researchers. |
| format | Article |
| id | doaj-art-a3877f3cedbc4e61b5cbe7d240a7fcdb |
| institution | DOAJ |
| issn | 2352-7110 |
| language | English |
| publishDate | 2025-05-01 |
| publisher | Elsevier |
| record_format | Article |
| series | SoftwareX |
| spelling | doaj-art-a3877f3cedbc4e61b5cbe7d240a7fcdb2025-08-20T03:05:50ZengElsevierSoftwareX2352-71102025-05-013010213010.1016/j.softx.2025.102130Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluationVartul Shrivastava0Shekhar Shukla1Research Assistant, Indian Institute of Management Indore, IndiaFaculty, Information Systems Area, Indian Institute of Management Indore, India; Correspondence author.In today's technological landscape, where data processing forms the backbone of modeling and predictive analytics, data imputation is crucial in filling missing values within datasets using statistical techniques. However, a notable gap exists in the literature for a toolkit that intuitively offers data imputation. This research aims to bridge the gap by introducing Impute-VSS. This web-based imputation suite offers comparative simulations along with a novel imputation management pipeline for in-depth interpretation of imputation techniques. This manuscript showcases the technical premise of Impute-VSS and emphasises its potential as an inclusive data imputation suite for practitioners and researchers.http://www.sciencedirect.com/science/article/pii/S2352711025000974Impute-VSSData imputationStatisticsWeb-based toolkit |
| spellingShingle | Vartul Shrivastava Shekhar Shukla Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation SoftwareX Impute-VSS Data imputation Statistics Web-based toolkit |
| title | Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation |
| title_full | Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation |
| title_fullStr | Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation |
| title_full_unstemmed | Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation |
| title_short | Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation |
| title_sort | impute vss a comprehensive web based visualization and simulation suite for comparative data imputation and statistical evaluation |
| topic | Impute-VSS Data imputation Statistics Web-based toolkit |
| url | http://www.sciencedirect.com/science/article/pii/S2352711025000974 |
| work_keys_str_mv | AT vartulshrivastava imputevssacomprehensivewebbasedvisualizationandsimulationsuiteforcomparativedataimputationandstatisticalevaluation AT shekharshukla imputevssacomprehensivewebbasedvisualizationandsimulationsuiteforcomparativedataimputationandstatisticalevaluation |