Using Kohonen's self-organizing feature map to uncover automobile bodily injury claims fraud
<?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.loc.gov/MARC21/slim http://www.loc.gov/standards/marcxml/schema/MARC21slim.xsd">
<record>
<leader>00000nab a2200000 i 4500</leader>
<controlfield tag="001">MAP20071023781</controlfield>
<controlfield tag="003">MAP</controlfield>
<controlfield tag="005">20220823211619.0</controlfield>
<controlfield tag="008">951228s1995 usa|||| | |00010|eng d</controlfield>
<datafield tag="040" ind1=" " ind2=" ">
<subfield code="a">MAP</subfield>
<subfield code="b">spa</subfield>
</datafield>
<datafield tag="084" ind1=" " ind2=" ">
<subfield code="a">322</subfield>
</datafield>
<datafield tag="100" ind1="1" ind2=" ">
<subfield code="0">MAPA20080260019</subfield>
<subfield code="a">Brockett, Patrick L.</subfield>
</datafield>
<datafield tag="245" ind1="1" ind2="0">
<subfield code="a">Using Kohonen's self-organizing feature map to uncover automobile bodily injury claims fraud</subfield>
<subfield code="c">Patrick L. Brockett, Xiaohua Xia, Richard A. Derrig</subfield>
</datafield>
<datafield tag="260" ind1=" " ind2=" ">
<subfield code="a">[S.l.</subfield>
<subfield code="b">s.n.]</subfield>
<subfield code="c">1995</subfield>
</datafield>
<datafield tag="300" ind1=" " ind2=" ">
<subfield code="a">31 h.</subfield>
<subfield code="c">30 cm</subfield>
</datafield>
<datafield tag="500" ind1=" " ind2=" ">
<subfield code="a">Ponencia presentada en American Risk and Insurance Association Annual Meeting, Seattle, 1995</subfield>
</datafield>
<datafield tag="520" ind1=" " ind2=" ">
<subfield code="a">Claims fraud is an increasingly vexing problem confronting the insurance industry. In this empirical study, the authors apply Kohonen's Self-Organizing Feature Map to the classification of automobile bodily injury (BI) claims by the degree of fraud suspicion, each claim being classified into one of four classes with different levels of suspected fraud. Feedforward neural networks and a backpropagation algorithm are used to investigate the validity of the Feature Map approach. A comparative experiment illustrates the potential usefulness of the proposed methodology. They show that this technique performs better than both an insurance adjuster's fraud assessment and an investigator's fraud assessment with respect to consistency and reliability, but that the extent of misclassification of the model remains high on the data sample</subfield>
</datafield>
<datafield tag="650" ind1="1" ind2="1">
<subfield code="0">MAPA20080603779</subfield>
<subfield code="a">Seguro de automóviles</subfield>
</datafield>
<datafield tag="650" ind1="1" ind2="1">
<subfield code="0">MAPA20080567118</subfield>
<subfield code="a">Reclamaciones</subfield>
</datafield>
<datafield tag="650" ind1="1" ind2="1">
<subfield code="0">MAPA20080591052</subfield>
<subfield code="a">Fraude en el seguro</subfield>
</datafield>
<datafield tag="650" ind1="1" ind2="1">
<subfield code="0">MAPA20080594206</subfield>
<subfield code="a">Valoración de daños</subfield>
</datafield>
<datafield tag="650" ind1="1" ind2="1">
<subfield code="0">MAPA20080586331</subfield>
<subfield code="a">Métodos analíticos</subfield>
</datafield>
<datafield tag="650" ind1="1" ind2="1">
<subfield code="0">MAPA20080607289</subfield>
<subfield code="a">Métodos experimentales</subfield>
</datafield>
<datafield tag="650" ind1="1" ind2="1">
<subfield code="0">MAPA20080561864</subfield>
<subfield code="a">Conferencias</subfield>
</datafield>
<datafield tag="650" ind1="1" ind2="1">
<subfield code="0">MAPA20080550233</subfield>
<subfield code="a">Congresos</subfield>
</datafield>
<datafield tag="650" ind1=" " ind2=" ">
<subfield code="0">MAPA20080541064</subfield>
<subfield code="a">Fraude</subfield>
</datafield>
<datafield tag="700" ind1="1" ind2=" ">
<subfield code="0">MAPA20080059538</subfield>
<subfield code="a">Xia, Xiaohua</subfield>
</datafield>
<datafield tag="700" ind1="1" ind2=" ">
<subfield code="0">MAPA20080216450</subfield>
<subfield code="a">Derrig, Richard A.</subfield>
</datafield>
<datafield tag="711" ind1="2" ind2=" ">
<subfield code="0">MAPA20090031197</subfield>
<subfield code="a">American Risk and Insurance Association</subfield>
<subfield code="d">1995</subfield>
<subfield code="c">Seattle</subfield>
<subfield code="q">Annual Meeting</subfield>
</datafield>
</record>
</collection>