FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3017132416> ?p ?o ?g. }

• W3017132416 abstract "Quadratic discriminant analysis (QDA) is a widely used statistical tool to classify observations from different multivariate Normal populations. The generalized quadratic discriminant analysis (GQDA) classification rule/classifier, which generalizes the QDA and the minimum Mahalanobis distance (MMD) classifiers to discriminate between populations with underlying elliptically symmetric distributions competes quite favorably with the QDA classifier when it is optimal and performs much better when QDA fails under non-Normal underlying distributions, e.g. Cauchy distribution. However, the classification rule in GQDA is based on the sample mean vector and the sample dispersion matrix of a training sample, which are extremely non-robust under data contamination. In real world, since it is quite common to face data highly vulnerable to outliers, the lack of robustness of the classical estimators of the mean vector and the dispersion matrix reduces the efficiency of the GQDA classifier significantly, increasing the misclassification errors. The present paper investigates the performance of the GQDA classifier when the classical estimators of the mean vector and the dispersion matrix used therein are replaced by various robust counterparts. Applications to various real data sets as well as simulation studies reveal far better performance of the proposed robust versions of the GQDA classifier. A Comparative study has been made to advocate the appropriate choice of the robust estimators to be used in a specific situation of the degree of contamination of the data sets." @default.
• W3017132416 created "2020-04-24" @default.
• W3017132416 creator A5009740321 @default.
• W3017132416 creator A5018149638 @default.
• W3017132416 creator A5057425807 @default.
• W3017132416 creator A5082683821 @default.
• W3017132416 date "2020-04-11" @default.
• W3017132416 modified "2023-10-09" @default.
• W3017132416 title "Robust Generalised Quadratic Discriminant Analysis" @default.
• W3017132416 cites W1979573625 @default.
• W3017132416 cites W1980262437 @default.
• W3017132416 cites W1984047258 @default.
• W3017132416 cites W1994141615 @default.
• W3017132416 cites W1996980404 @default.
• W3017132416 cites W2002232182 @default.
• W3017132416 cites W2010849103 @default.
• W3017132416 cites W2011654941 @default.
• W3017132416 cites W2037855816 @default.
• W3017132416 cites W2039587747 @default.
• W3017132416 cites W2041162724 @default.
• W3017132416 cites W2101156082 @default.
• W3017132416 cites W2111131733 @default.
• W3017132416 cites W2144037222 @default.
• W3017132416 cites W2146225536 @default.
• W3017132416 cites W2146993988 @default.
• W3017132416 cites W2170059033 @default.
• W3017132416 cites W2170059068 @default.
• W3017132416 cites W2368061146 @default.
• W3017132416 cites W2725138281 @default.
• W3017132416 cites W62346655 @default.
• W3017132416 hasPublicationYear "2020" @default.
• W3017132416 type Work @default.
• W3017132416 sameAs 3017132416 @default.
• W3017132416 citedByCount "1" @default.
• W3017132416 countsByYear W30171324162021 @default.
• W3017132416 crossrefType "posted-content" @default.
• W3017132416 hasAuthorship W3017132416A5009740321 @default.
• W3017132416 hasAuthorship W3017132416A5018149638 @default.
• W3017132416 hasAuthorship W3017132416A5057425807 @default.
• W3017132416 hasAuthorship W3017132416A5082683821 @default.
• W3017132416 hasConcept C105795698 @default.
• W3017132416 hasConcept C129844170 @default.
• W3017132416 hasConcept C153180895 @default.
• W3017132416 hasConcept C154945302 @default.
• W3017132416 hasConcept C161584116 @default.
• W3017132416 hasConcept C173102733 @default.
• W3017132416 hasConcept C177384507 @default.
• W3017132416 hasConcept C185429906 @default.
• W3017132416 hasConcept C1921717 @default.
• W3017132416 hasConcept C2524010 @default.
• W3017132416 hasConcept C33923547 @default.
• W3017132416 hasConcept C41008148 @default.
• W3017132416 hasConcept C52620605 @default.
• W3017132416 hasConcept C69738355 @default.
• W3017132416 hasConcept C78397625 @default.
• W3017132416 hasConcept C79337645 @default.
• W3017132416 hasConcept C95623464 @default.
• W3017132416 hasConceptScore W3017132416C105795698 @default.
• W3017132416 hasConceptScore W3017132416C129844170 @default.
• W3017132416 hasConceptScore W3017132416C153180895 @default.
• W3017132416 hasConceptScore W3017132416C154945302 @default.
• W3017132416 hasConceptScore W3017132416C161584116 @default.
• W3017132416 hasConceptScore W3017132416C173102733 @default.
• W3017132416 hasConceptScore W3017132416C177384507 @default.
• W3017132416 hasConceptScore W3017132416C185429906 @default.
• W3017132416 hasConceptScore W3017132416C1921717 @default.
• W3017132416 hasConceptScore W3017132416C2524010 @default.
• W3017132416 hasConceptScore W3017132416C33923547 @default.
• W3017132416 hasConceptScore W3017132416C41008148 @default.
• W3017132416 hasConceptScore W3017132416C52620605 @default.
• W3017132416 hasConceptScore W3017132416C69738355 @default.
• W3017132416 hasConceptScore W3017132416C78397625 @default.
• W3017132416 hasConceptScore W3017132416C79337645 @default.
• W3017132416 hasConceptScore W3017132416C95623464 @default.
• W3017132416 hasLocation W30171324161 @default.
• W3017132416 hasOpenAccess W3017132416 @default.
• W3017132416 hasPrimaryLocation W30171324161 @default.
• W3017132416 hasRelatedWork W1964924660 @default.
• W3017132416 hasRelatedWork W1980943088 @default.
• W3017132416 hasRelatedWork W1996508539 @default.
• W3017132416 hasRelatedWork W2004154092 @default.
• W3017132416 hasRelatedWork W2101156082 @default.
• W3017132416 hasRelatedWork W2149497729 @default.
• W3017132416 hasRelatedWork W2157621607 @default.
• W3017132416 hasRelatedWork W2220505249 @default.
• W3017132416 hasRelatedWork W2399516792 @default.
• W3017132416 hasRelatedWork W2500725502 @default.
• W3017132416 hasRelatedWork W2915266955 @default.
• W3017132416 hasRelatedWork W2949359951 @default.
• W3017132416 hasRelatedWork W2979756510 @default.
• W3017132416 hasRelatedWork W3000385249 @default.
• W3017132416 hasRelatedWork W3014347019 @default.
• W3017132416 hasRelatedWork W3037814265 @default.
• W3017132416 hasRelatedWork W3087621510 @default.
• W3017132416 hasRelatedWork W3156680434 @default.
• W3017132416 hasRelatedWork W3195655890 @default.
• W3017132416 hasRelatedWork W2182927087 @default.
• W3017132416 isParatext "false" @default.
• W3017132416 isRetracted "false" @default.
• W3017132416 magId "3017132416" @default.

• next