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 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.

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Publication Details

Journal
SoftwareX
Published
2025-03-15
DOI
https://doi.org/10.1016/j.softx.2025.102130
Citations
1
Primary Topic
Statistical Methods and Inference
Type
article
Field-Weighted Citation Impact
2.63
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article

Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation

Shekhar Shukla, Vivek Shrivastava
1 citations
SoftwareX
Statistical Methods and Inference
2.63
article

Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation

Shekhar Shukla, Vivek Shrivastava
article en
1 citations

Abstract

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.

SoftwareXVol. 30
Indian Institute of Management Indore (IN)
Openalex Percentile: Top 14%
Statistical Methods and Inference
2.63
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Impute-VSS: A comprehensive web-based visualization and simulation suite for comparative data imputation and statistical evaluation — Shekhar Shukla, Vivek Shrivastava · SoftwareX (2025) | TGRS Research Map | TGRS