Matches in SemOpenAlex for { <https://semopenalex.org/work/W1979898185> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W1979898185 endingPage "519" @default.
- W1979898185 startingPage "505" @default.
- W1979898185 abstract "Nonparametric linear regression and fuzzy linear regression have been developed based on different perspectives and assumptions, and thus there exist conceptual and methodological differences between the two approaches. This article describes their comparative characteristics such as basic assumptions, parameter estimation, and applications, and then compares their predictive and descriptive performances by a simulation experiment to identify the conditions under which one method performs better than the other. The experimental results indicate that nonparametric linear regression is superior to fuzzy linear regression in predictive capability, whereas their descriptive capabilities depend on various factors. When the size of the data set is small, error terms have small variability, or when the relationships among variables are not well specified, fuzzy linear regression outperforms nonparametric linear regression with respect to descriptive capability. The conditions under which each method can be used as a viable alternative to the conventional least squares regression are also identified. The findings of this article would be useful in selecting the proper regression methodology to employ under specific conditions for descriptive and predictive purposes." @default.
- W1979898185 created "2016-06-24" @default.
- W1979898185 creator A5013679397 @default.
- W1979898185 creator A5024939125 @default.
- W1979898185 date "1997-06-01" @default.
- W1979898185 modified "2023-09-30" @default.
- W1979898185 title "A comparison of fuzzy and nonparametric linear regression" @default.
- W1979898185 cites W1975346805 @default.
- W1979898185 cites W1981551863 @default.
- W1979898185 cites W1989844236 @default.
- W1979898185 cites W1998790750 @default.
- W1979898185 cites W2006066606 @default.
- W1979898185 cites W2010419932 @default.
- W1979898185 cites W2014039482 @default.
- W1979898185 cites W2018714386 @default.
- W1979898185 cites W2019465158 @default.
- W1979898185 cites W2023948527 @default.
- W1979898185 cites W2029344978 @default.
- W1979898185 cites W2030296667 @default.
- W1979898185 cites W2040932970 @default.
- W1979898185 cites W2047953381 @default.
- W1979898185 cites W2061489384 @default.
- W1979898185 cites W2064998429 @default.
- W1979898185 cites W2097498150 @default.
- W1979898185 cites W2151584114 @default.
- W1979898185 cites W2318181256 @default.
- W1979898185 cites W2799701298 @default.
- W1979898185 cites W4232872062 @default.
- W1979898185 cites W4292158025 @default.
- W1979898185 doi "https://doi.org/10.1016/s0305-0548(96)00075-5" @default.
- W1979898185 hasPublicationYear "1997" @default.
- W1979898185 type Work @default.
- W1979898185 sameAs 1979898185 @default.
- W1979898185 citedByCount "19" @default.
- W1979898185 countsByYear W19798981852015 @default.
- W1979898185 countsByYear W19798981852016 @default.
- W1979898185 countsByYear W19798981852019 @default.
- W1979898185 countsByYear W19798981852020 @default.
- W1979898185 countsByYear W19798981852021 @default.
- W1979898185 countsByYear W19798981852022 @default.
- W1979898185 countsByYear W19798981852023 @default.
- W1979898185 crossrefType "journal-article" @default.
- W1979898185 hasAuthorship W1979898185A5013679397 @default.
- W1979898185 hasAuthorship W1979898185A5024939125 @default.
- W1979898185 hasConcept C102366305 @default.
- W1979898185 hasConcept C105795698 @default.
- W1979898185 hasConcept C120068334 @default.
- W1979898185 hasConcept C124101348 @default.
- W1979898185 hasConcept C149782125 @default.
- W1979898185 hasConcept C152877465 @default.
- W1979898185 hasConcept C154945302 @default.
- W1979898185 hasConcept C163175372 @default.
- W1979898185 hasConcept C32224588 @default.
- W1979898185 hasConcept C33923547 @default.
- W1979898185 hasConcept C41008148 @default.
- W1979898185 hasConcept C48921125 @default.
- W1979898185 hasConcept C57381214 @default.
- W1979898185 hasConcept C58166 @default.
- W1979898185 hasConcept C60316415 @default.
- W1979898185 hasConcept C74127309 @default.
- W1979898185 hasConcept C83546350 @default.
- W1979898185 hasConceptScore W1979898185C102366305 @default.
- W1979898185 hasConceptScore W1979898185C105795698 @default.
- W1979898185 hasConceptScore W1979898185C120068334 @default.
- W1979898185 hasConceptScore W1979898185C124101348 @default.
- W1979898185 hasConceptScore W1979898185C149782125 @default.
- W1979898185 hasConceptScore W1979898185C152877465 @default.
- W1979898185 hasConceptScore W1979898185C154945302 @default.
- W1979898185 hasConceptScore W1979898185C163175372 @default.
- W1979898185 hasConceptScore W1979898185C32224588 @default.
- W1979898185 hasConceptScore W1979898185C33923547 @default.
- W1979898185 hasConceptScore W1979898185C41008148 @default.
- W1979898185 hasConceptScore W1979898185C48921125 @default.
- W1979898185 hasConceptScore W1979898185C57381214 @default.
- W1979898185 hasConceptScore W1979898185C58166 @default.
- W1979898185 hasConceptScore W1979898185C60316415 @default.
- W1979898185 hasConceptScore W1979898185C74127309 @default.
- W1979898185 hasConceptScore W1979898185C83546350 @default.
- W1979898185 hasIssue "6" @default.
- W1979898185 hasLocation W19798981851 @default.
- W1979898185 hasOpenAccess W1979898185 @default.
- W1979898185 hasPrimaryLocation W19798981851 @default.
- W1979898185 hasRelatedWork W1519288722 @default.
- W1979898185 hasRelatedWork W1546472494 @default.
- W1979898185 hasRelatedWork W2088954041 @default.
- W1979898185 hasRelatedWork W2375721435 @default.
- W1979898185 hasRelatedWork W2464909151 @default.
- W1979898185 hasRelatedWork W2797532987 @default.
- W1979898185 hasRelatedWork W2886532972 @default.
- W1979898185 hasRelatedWork W4248960752 @default.
- W1979898185 hasRelatedWork W641278561 @default.
- W1979898185 hasRelatedWork W2344816818 @default.
- W1979898185 hasVolume "24" @default.
- W1979898185 isParatext "false" @default.
- W1979898185 isRetracted "false" @default.
- W1979898185 magId "1979898185" @default.
- W1979898185 workType "article" @default.