Conference paper Open Access

On the standard fuzzy metric: generalizations and application to model estimation

Juan José Miñana; Alberto Ortiz; Esaú Ortiz; Óscar Valero


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{
  "description": "<p>Different approaches to obtain a notion of metric in the context of fuzzy setting can be found in the literature. In this paper, we deal with the concept due to George and Veeramani, which is defined by means of continuous triangular norms. Different authors have addressed the study of such a concept from a theoretical point of view. In this paper, we provide a new methodology to induce fuzzy metrics which generalize the celebrated standard fuzzy metric. The aforementioned methodology allows us to approach some questions related to the continuous triangular norms from which such fuzzy metrics are defined. Morever, we show the applicability of the new fuzzy metrics to an engineering problem. More specifically, we address successfully robust model estimation through a variant of the well-known estimator RANSAC. By way of illustration of the performance of the approach, we report on the accuracy achieved by the new estimator and other RANSAC variants for a benchmark involving a specific model estimation problem and a large number of datasets with varying proportion of outliers and different levels of noise. The resulting estimator is shown able to outperform the classical counterparts considered.</p>", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "University of the Balearic Islands", 
      "@type": "Person", 
      "name": "Juan Jos\u00e9 Mi\u00f1ana"
    }, 
    {
      "affiliation": "University of the Balearic Islands", 
      "@type": "Person", 
      "name": "Alberto Ortiz"
    }, 
    {
      "affiliation": "University of the Balearic Islands", 
      "@type": "Person", 
      "name": "Esa\u00fa Ortiz"
    }, 
    {
      "affiliation": "University of the Balearic Islands", 
      "@type": "Person", 
      "name": "\u00d3scar Valero"
    }
  ], 
  "headline": "On the standard fuzzy metric: generalizations and application to model estimation", 
  "image": "https://zenodo.org/static/img/logos/zenodo-gradient-round.svg", 
  "datePublished": "2021-06-16", 
  "url": "https://zenodo.org/record/4964783", 
  "@type": "ScholarlyArticle", 
  "keywords": [
    "fuzzy metrics", 
    "RANSAC", 
    "model estimation"
  ], 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.5281/zenodo.4964783", 
  "@id": "https://doi.org/10.5281/zenodo.4964783", 
  "workFeatured": {
    "alternateName": "ESTYLF", 
    "location": "Malaga (Spain)", 
    "@type": "Event", 
    "name": "Spanish Congress on Fuzzy Logic and Technologies"
  }, 
  "name": "On the standard fuzzy metric: generalizations and application to model estimation"
}
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