<efrbr:recordSet xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:efrbr="http://vfrbr.info/efrbr/1.1" xmlns:efrbr-work="http://vfrbr.info/efrbr/1.1/work" xmlns:efrbr-expression="http://vfrbr.info/efrbr/1.1/expression" xmlns:efrbr-manifestation="http://vfrbr.info/efrbr/1.1/manifestation" xmlns:efrbr-person="http://vfrbr.info/efrbr/1.1/person" xmlns:efrbr-corporateBody="http://vfrbr.info/efrbr/1.1/corporateBody" xmlns:efrbr-concept="http://vfrbr.info/efrbr/1.1/concept" xmlns:efrbr-structure="http://vfrbr.info/efrbr/1.1/structure" xmlns:efrbr-responsible="http://vfrbr.info/efrbr/1.1/responsible" xmlns:efrbr-subject="http://vfrbr.info/efrbr/1.1/subject" xmlns:efrbr-other="http://vfrbr.info/efrbr/1.1/other" xsi:schemaLocation="http://vfrbr.info/efrbr/1.1 http://vfrbr.info/schemas/1.1/efrbr.xsd"><efrbr:entities><efrbr-work:work identifier="http://purl.tuc.gr/dl/dias/E7B984FC-0952-483E-A842-A04E5854A35C"><efrbr-work:titleOfTheWork>Gaussian transformation methods for spatial data</efrbr-work:titleOfTheWork></efrbr-work:work><efrbr-expression:expression identifier="http://purl.tuc.gr/dl/dias/E7B984FC-0952-483E-A842-A04E5854A35C"><efrbr-expression:titleOfTheExpression>Gaussian transformation methods for spatial data</efrbr-expression:titleOfTheExpression><efrbr-expression:formOfExpression vocabulary="DIAS:TYPES">
            Παρατήρηση/Σχολιασμός
            Note
         </efrbr-expression:formOfExpression><efrbr-expression:dateOfExpression type="issued">2023-04-20</efrbr-expression:dateOfExpression><efrbr-expression:dateOfExpression type="published">2021</efrbr-expression:dateOfExpression><efrbr-expression:languageOfExpression vocabulary="iso639-1">en</efrbr-expression:languageOfExpression><efrbr-expression:otherDistinguishingCharacteristic>This research was funded by ‘’Prince Albert II foundation’’ under the project “Uncertainty-aware intervention design for Mediterranean aquifer recharge”, http://www.fpa2.org.</efrbr-expression:otherDistinguishingCharacteristic><efrbr-expression:summarizationOfContent>Data gaussianity is an important tool in spatial statistical modeling as well as in experimental data analysis. Usually field and experimental observation data deviate significantly from the normal distribution. This work presents alternative methods for data transformation and revisits the applicability of a modified version of the well-known Box-Cox technique. The recently proposed method has the significant advantage of transforming negative sign (fluctuations) data in advance to positive sign ones. Fluctuations derived from data detrending cannot be transformed using common methods. Therefore, the Modified Box-Cox technique provides a reliable solution. The method was tested in average rainfall data and detrended rainfall data (fluctuations), in groundwater level data, in Total Organic Carbon wt% residuals and using random number generator simulating potential experimental results. It was found that the Modified Box-Cox technique competes successfully in data transformation. On the other hand, it improved significantly the normalization of negative sign data or fluctuations. The coding of the method is presented by means of a Graphical User Interface format in MATLAB environment for reproduction of the results and public access.</efrbr-expression:summarizationOfContent><efrbr-expression:useRestrictionsOnTheExpression type="creative-commons">http://creativecommons.org/licenses/by/4.0/</efrbr-expression:useRestrictionsOnTheExpression><efrbr-expression:note type="journal name">Geosciences</efrbr-expression:note><efrbr-expression:note type="journal volume">11</efrbr-expression:note><efrbr-expression:note type="journal number">5</efrbr-expression:note></efrbr-expression:expression><efrbr-manifestation:manifestation identifier="https://dias.library.tuc.gr/view/95638"><efrbr-manifestation:titleOfTheManifestation>Varouchakis_Geosciences_11(5)_2021.pdf</efrbr-manifestation:titleOfTheManifestation><efrbr-manifestation:publicationDistribution><efrbr-manifestation:placeOfPublicationDistribution type="distribution">Chania [Greece]</efrbr-manifestation:placeOfPublicationDistribution><efrbr-manifestation:publisherDistributor type="distributor">Library of TUC</efrbr-manifestation:publisherDistributor><efrbr-manifestation:dateOfPublicationDistribution>2023-04-20</efrbr-manifestation:dateOfPublicationDistribution></efrbr-manifestation:publicationDistribution><efrbr-manifestation:formOfCarrier>application/pdf</efrbr-manifestation:formOfCarrier><efrbr-manifestation:extentOfTheCarrier>846.8 kB</efrbr-manifestation:extentOfTheCarrier><efrbr-manifestation:accessRestrictionsOnTheManifestation>free</efrbr-manifestation:accessRestrictionsOnTheManifestation></efrbr-manifestation:manifestation><efrbr-person:person identifier="http://users.isc.tuc.gr/~evarouchakis"><efrbr-person:nameOfPerson vocabulary="TUC:LDAP">
            Varouchakis Emmanouil
            Βαρουχακης Εμμανουηλ
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            MDPI
         </efrbr-corporateBody:nameOfTheCorporateBody></efrbr-corporateBody:corporateBody><efrbr-concept:concept identifier="4E5743C9-BBB9-4939-9021-4E74F0505A17"><efrbr-concept:termForTheConcept>
            Box-Cox
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="A0EF0A45-B98B-444F-8BE9-DA2FC97B9FDC"><efrbr-concept:termForTheConcept>
            Geostatistics
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="F7E3C570-1DB5-4005-8C9A-8BEEA3F79501"><efrbr-concept:termForTheConcept>
            Kriging
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="8BBFD6E2-7F9D-4920-9AE7-21112B6A2492"><efrbr-concept:termForTheConcept>
            Gaussian transformation
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="5F8F7EB7-1876-4D27-8EFF-25DC57E34D88"><efrbr-concept:termForTheConcept>
            Rainfall
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="50EDA585-0B81-46EF-AD2C-1702E3EFF63B"><efrbr-concept:termForTheConcept>
            Groundwater
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="04DF0170-CF8C-44C7-9DAF-E1265766FA23"><efrbr-concept:termForTheConcept>
            Spatial analysis
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="7B3E1A36-1393-4C8E-A39D-F5BA8FA1D0E2"><efrbr-concept:termForTheConcept>
            Fluctuations
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