DETERMINATION OF EARTHQUAKE INSURANCE BUSINESS CLAIM RESERVE BY APPLYING NEURO FUZZY INFERENCE SYSTEM: GRADIENT-DESCENT METHOD

An insurance company need to predict its claims reserve. The Basic Chain Ladder method is the most common method used to determine the outstanding claims liability of a long-tail insurance business because this method is simple and distribution free. If the Basic Chain Ladder method is used to deter...

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Main Author: Senjaya, Wendy
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/39296
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:39296
spelling id-itb.:392962019-06-25T13:21:51ZDETERMINATION OF EARTHQUAKE INSURANCE BUSINESS CLAIM RESERVE BY APPLYING NEURO FUZZY INFERENCE SYSTEM: GRADIENT-DESCENT METHOD Senjaya, Wendy Indonesia Final Project neuro fuzzy inference system, clustering, earthquake insurance business, claim reserve, basic chain ladder. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/39296 An insurance company need to predict its claims reserve. The Basic Chain Ladder method is the most common method used to determine the outstanding claims liability of a long-tail insurance business because this method is simple and distribution free. If the Basic Chain Ladder method is used to determine the outstanding claims liability of an earthquake insurance business, then often the characteristics of each claim are not taken into account. In this Final Project, a Neuro Fuzzy Inference System method which takes into account the characteristics of an earthquake insurance claims data is constructed. The characteristics used are: moment magnitude; depth; latitude and longitude. The earthquake insurance claims data is grouped into several clusters. Then, for each cluster, a run-off triangle is formed and its development factors are obtained based on the Basic Chain Ladder method. Initially, it is assumed that the clustering is based on the earthquakes’ cresta zones. However, the results of the analysis showed that the clustering is based on the depths of the earthquakes’ hypocenters. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description An insurance company need to predict its claims reserve. The Basic Chain Ladder method is the most common method used to determine the outstanding claims liability of a long-tail insurance business because this method is simple and distribution free. If the Basic Chain Ladder method is used to determine the outstanding claims liability of an earthquake insurance business, then often the characteristics of each claim are not taken into account. In this Final Project, a Neuro Fuzzy Inference System method which takes into account the characteristics of an earthquake insurance claims data is constructed. The characteristics used are: moment magnitude; depth; latitude and longitude. The earthquake insurance claims data is grouped into several clusters. Then, for each cluster, a run-off triangle is formed and its development factors are obtained based on the Basic Chain Ladder method. Initially, it is assumed that the clustering is based on the earthquakes’ cresta zones. However, the results of the analysis showed that the clustering is based on the depths of the earthquakes’ hypocenters.
format Final Project
author Senjaya, Wendy
spellingShingle Senjaya, Wendy
DETERMINATION OF EARTHQUAKE INSURANCE BUSINESS CLAIM RESERVE BY APPLYING NEURO FUZZY INFERENCE SYSTEM: GRADIENT-DESCENT METHOD
author_facet Senjaya, Wendy
author_sort Senjaya, Wendy
title DETERMINATION OF EARTHQUAKE INSURANCE BUSINESS CLAIM RESERVE BY APPLYING NEURO FUZZY INFERENCE SYSTEM: GRADIENT-DESCENT METHOD
title_short DETERMINATION OF EARTHQUAKE INSURANCE BUSINESS CLAIM RESERVE BY APPLYING NEURO FUZZY INFERENCE SYSTEM: GRADIENT-DESCENT METHOD
title_full DETERMINATION OF EARTHQUAKE INSURANCE BUSINESS CLAIM RESERVE BY APPLYING NEURO FUZZY INFERENCE SYSTEM: GRADIENT-DESCENT METHOD
title_fullStr DETERMINATION OF EARTHQUAKE INSURANCE BUSINESS CLAIM RESERVE BY APPLYING NEURO FUZZY INFERENCE SYSTEM: GRADIENT-DESCENT METHOD
title_full_unstemmed DETERMINATION OF EARTHQUAKE INSURANCE BUSINESS CLAIM RESERVE BY APPLYING NEURO FUZZY INFERENCE SYSTEM: GRADIENT-DESCENT METHOD
title_sort determination of earthquake insurance business claim reserve by applying neuro fuzzy inference system: gradient-descent method
url https://digilib.itb.ac.id/gdl/view/39296
_version_ 1821997733837275136