FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2066551002> ?p ?o ?g. }

• W2066551002 endingPage "2404" @default.
• W2066551002 startingPage "2393" @default.
• W2066551002 abstract "Advanced classifiers, e.g., partial least squares discriminant analysis (PLS-DA) and random forests (RF), have been recently used to model reflectance spectral data in general, and of soil properties in particular, since their spectra are multivariate and highly collinear. Preprocessing transformations (PPTs) can improve the classification accuracy by increasing the variability between classes while decreasing the variability within classes. Such PPTs are common practice prior to a PLS-DA, but are rarely used for RF. The objectives of this paper are twofold: to compare the performances of PLS-DA and RF for modeling the spectral reflectance of soil in changed land-uses with different treatments and to compare the effects of nine different PPTs on the prediction accuracy of each of these classification methods. Differences in six physical, biological, and chemical soil properties of changed land-uses from the northern Negev Desert in Israel were evaluated. Significant differences were found between soil properties, which are used to classify land-uses and treatments. Depending on the dataset, different PPTs improved the classification accuracy by 11%-24% and 32%-42% for PLS-DA and RF, respectively, in comparison to the spectra without PPT. Out of the PPTs tested, the generalized least squares weighting (GLSW)-based transformations were found to be the most effective for most classifications using both PLS-DA and RF. Our results show that both PLS-DA and RF are suitable classifiers for spectral data, provided that an appropriate PPT is applied." @default.
• W2066551002 created "2016-06-24" @default.
• W2066551002 creator A5032608360 @default.
• W2066551002 creator A5046118767 @default.
• W2066551002 creator A5064090994 @default.
• W2066551002 creator A5065545930 @default.
• W2066551002 date "2015-06-01" @default.
• W2066551002 modified "2023-09-29" @default.
• W2066551002 title "Comparing the Effect of Preprocessing Transformations on Methods of Land-Use Classification Derived From Spectral Soil Measurements" @default.
• W2066551002 cites W1965371835 @default.
• W2066551002 cites W1969732403 @default.
• W2066551002 cites W1979839678 @default.
• W2066551002 cites W1983624823 @default.
• W2066551002 cites W1985818459 @default.
• W2066551002 cites W1990487526 @default.
• W2066551002 cites W1990653740 @default.
• W2066551002 cites W1991039337 @default.
• W2066551002 cites W1992800046 @default.
• W2066551002 cites W1998053851 @default.
• W2066551002 cites W2003615905 @default.
• W2066551002 cites W2005672614 @default.
• W2066551002 cites W2007353040 @default.
• W2066551002 cites W2013665199 @default.
• W2066551002 cites W2013667074 @default.
• W2066551002 cites W2014555541 @default.
• W2066551002 cites W2018194343 @default.
• W2066551002 cites W2018732570 @default.
• W2066551002 cites W2022417541 @default.
• W2066551002 cites W2024379864 @default.
• W2066551002 cites W2035954132 @default.
• W2066551002 cites W2036334497 @default.
• W2066551002 cites W2038744910 @default.
• W2066551002 cites W2043359577 @default.
• W2066551002 cites W2045125597 @default.
• W2066551002 cites W2046232045 @default.
• W2066551002 cites W2048090830 @default.
• W2066551002 cites W2052903566 @default.
• W2066551002 cites W2055702517 @default.
• W2066551002 cites W2067813119 @default.
• W2066551002 cites W2070467687 @default.
• W2066551002 cites W2073482539 @default.
• W2066551002 cites W2073503722 @default.
• W2066551002 cites W2080120681 @default.
• W2066551002 cites W2081681770 @default.
• W2066551002 cites W2082950852 @default.
• W2066551002 cites W2083143331 @default.
• W2066551002 cites W2083773663 @default.
• W2066551002 cites W2087006002 @default.
• W2066551002 cites W2087261303 @default.
• W2066551002 cites W2088233509 @default.
• W2066551002 cites W2088487511 @default.
• W2066551002 cites W2088586569 @default.
• W2066551002 cites W2088588074 @default.
• W2066551002 cites W2089468765 @default.
• W2066551002 cites W2089806346 @default.
• W2066551002 cites W2095649738 @default.
• W2066551002 cites W2098722265 @default.
• W2066551002 cites W2101711129 @default.
• W2066551002 cites W2104939439 @default.
• W2066551002 cites W2105027753 @default.
• W2066551002 cites W2107687686 @default.
• W2066551002 cites W2109606373 @default.
• W2066551002 cites W2129233200 @default.
• W2066551002 cites W2132424470 @default.
• W2066551002 cites W2142606975 @default.
• W2066551002 cites W2153969263 @default.
• W2066551002 cites W2163463962 @default.
• W2066551002 cites W2166446427 @default.
• W2066551002 cites W2168481151 @default.
• W2066551002 cites W2911964244 @default.
• W2066551002 cites W3023687232 @default.
• W2066551002 cites W4212883601 @default.
• W2066551002 cites W4230500475 @default.
• W2066551002 cites W4386007375 @default.
• W2066551002 doi "https://doi.org/10.1109/jstars.2014.2371920" @default.
• W2066551002 hasPublicationYear "2015" @default.
• W2066551002 type Work @default.
• W2066551002 sameAs 2066551002 @default.
• W2066551002 citedByCount "29" @default.
• W2066551002 countsByYear W20665510022015 @default.
• W2066551002 countsByYear W20665510022016 @default.
• W2066551002 countsByYear W20665510022017 @default.
• W2066551002 countsByYear W20665510022018 @default.
• W2066551002 countsByYear W20665510022019 @default.
• W2066551002 countsByYear W20665510022020 @default.
• W2066551002 countsByYear W20665510022021 @default.
• W2066551002 countsByYear W20665510022022 @default.
• W2066551002 countsByYear W20665510022023 @default.
• W2066551002 crossrefType "journal-article" @default.
• W2066551002 hasAuthorship W2066551002A5032608360 @default.
• W2066551002 hasAuthorship W2066551002A5046118767 @default.
• W2066551002 hasAuthorship W2066551002A5064090994 @default.
• W2066551002 hasAuthorship W2066551002A5065545930 @default.
• W2066551002 hasConcept C105795698 @default.
• W2066551002 hasConcept C108597893 @default.
• W2066551002 hasConcept C120665830 @default.
• W2066551002 hasConcept C121332964 @default.
• W2066551002 hasConcept C126838900 @default.

• next