Classification of climate-related insurance claims using gradient boosting = Clasificación de siniestros de seguros relacionados con el clima mediante el uso de Gradient Boosting
<?xml version="1.0" encoding="UTF-8"?><modsCollection xmlns="http://www.loc.gov/mods/v3" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-8.xsd">
<mods version="3.8">
<titleInfo>
<title>Classification of climate-related insurance claims using gradient boosting</title>
<subTitle>= Clasificación de siniestros de seguros relacionados con el clima mediante el uso de Gradient Boosting</subTitle>
</titleInfo>
<name type="personal" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20140009800">
<namePart>Tzougas, George</namePart>
<nameIdentifier>MAPA20140009800</nameIdentifier>
</name>
<name type="corporate" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080454739">
<namePart>Instituto de Actuarios Españoles</namePart>
<nameIdentifier>MAPA20080454739</nameIdentifier>
</name>
<typeOfResource>text</typeOfResource>
<genre authority="marcgt">periodical</genre>
<originInfo>
<place>
<placeTerm type="code" authority="marccountry">esp</placeTerm>
</place>
<dateIssued encoding="marc">2022</dateIssued>
<issuance>serial</issuance>
</originInfo>
<language>
<languageTerm type="code" authority="iso639-2b">spa</languageTerm>
</language>
<physicalDescription>
<form authority="marcform">print</form>
<internetMediaType>application/pdf</internetMediaType>
</physicalDescription>
<abstract displayLabel="Summary">The aim of this paper is to implement, one of the most representative supervised learning approaches, the decision tree based ensemble method called gradient boosting for classifying the number of claims caused by storms in Greece using data from a major insurance company operating in Greece. Finally, a machine learning algorithm is used to for categorising the number of claims which have been occurred by a storm event into 3 categories: no claims, 1 claim, 2 or more claims</abstract>
<note type="statement of responsibility">George Tzougas...[et al.]</note>
<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080601799">
<topic>Gestión de siniestros</topic>
</subject>
<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080613327">
<topic>Clasificación de riesgos</topic>
</subject>
<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080630010">
<topic>Condiciones climáticas ambientales</topic>
</subject>
<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080589097">
<topic>Árboles de decisión</topic>
</subject>
<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080552800">
<topic>Tormentas</topic>
</subject>
<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080608392">
<topic>Riesgos meteorológicos</topic>
</subject>
<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080572396">
<topic>Indemnizaciones</topic>
</subject>
<subject authority="lcshac" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080637750">
<geographic>Grecia</geographic>
</subject>
<classification authority="">214</classification>
<location>
<url displayLabel="Acceso al documento / Access the document"/>
</location>
<location>
<url displayLabel="MÁS INFORMACIÓN" usage="primary display">
mailto:centrodocumentacion@fundacionmapfre.org?subject=Consulta%20de%20una%20publicaci%C3%B3n%20&body=Necesito%20m%C3%A1s%20informaci%C3%B3n%20sobre%20este%20documento%3A%20%0A%0A%5Banote%20aqu%C3%AD%20el%20titulo%20completo%20del%20documento%20del%20que%20desea%20informaci%C3%B3n%20y%20nos%20pondremos%20en%20contacto%20con%20usted%5D%20%0A%0AGracias%20%0A
</url>
</location>
<relatedItem type="host">
<titleInfo>
<title>Anales del Instituto de Actuarios Españoles : Colegio Profesional</title>
</titleInfo>
<originInfo>
<publisher>Madrid : Instituto de Actuarios Españoles, 1943-</publisher>
</originInfo>
<identifier type="local">MAP20070000012</identifier>
<part>
<text>29/12/2022 Número 28 - Epoca 4ª, Año 2022 , 149-168</text>
</part>
</relatedItem>
<recordInfo>
<recordContentSource authority="marcorg">MAP</recordContentSource>
<recordCreationDate encoding="marc">230324</recordCreationDate>
<recordChangeDate encoding="iso8601">20231214133806.0</recordChangeDate>
<recordIdentifier source="MAP">MAP20230005644</recordIdentifier>
<languageOfCataloging>
<languageTerm type="code" authority="iso639-2b">spa</languageTerm>
</languageOfCataloging>
</recordInfo>
</mods>
</modsCollection>