SimViz: Interactive visualizations to analyze similarity measures

In Artificial Intelligence, similarity measures constitute a fundamental component across numerous methods and techniques. They play a particularly critical role in the retrieval process of Case-based Reasoning systems, where the quality of similarity assessment directly impacts system performance. Understanding and evaluating the behavior and suitability of these measures across different application scenarios is therefore essential. In this work, we present SimViz, an interactive visualization tool designed to facilitate the comprehension of values, distribution, and calculation of potentially complex similarity measures.

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Publication Details

Journal
SoftwareX
Published
2025-11-26
DOI
https://doi.org/10.1016/j.softx.2025.102454
Primary Topic
AI-based Problem Solving and Planning
Type
article
Field-Weighted Citation Impact
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article

SimViz: Interactive visualizations to analyze similarity measures

Guillermo Jiménez-Díaz, Belén Dí­az-Agudo
SoftwareX
AI-based Problem Solving and Planning
article

SimViz: Interactive visualizations to analyze similarity measures

Guillermo Jiménez-Díaz, Belén Dí­az-Agudo
article en

Abstract

In Artificial Intelligence, similarity measures constitute a fundamental component across numerous methods and techniques. They play a particularly critical role in the retrieval process of Case-based Reasoning systems, where the quality of similarity assessment directly impacts system performance. Understanding and evaluating the behavior and suitability of these measures across different application scenarios is therefore essential. In this work, we present SimViz, an interactive visualization tool designed to facilitate the comprehension of values, distribution, and calculation of potentially complex similarity measures.

SoftwareXVol. 32
Universidad Complutense de Madrid (ES)
Openalex Percentile: Top 80%
AI-based Problem Solving and Planning
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