PRICING FINANCIAL OPTION AS A MULTI-OBJEKTIF OPTIMIZATION PROBLEM USING SPIRAL OPTIMIZATION

Options are derivative products from shares. The type of option that is lowered depends on the features of the option. The more features, the harder it is to determine its value. Therefore, an unusual method is needed to determine the price of an option. One approach that has never been used to d...

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Main Author: Dwi Ismanto, Rido
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/39190
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:39190
spelling id-itb.:391902019-06-24T13:52:06ZPRICING FINANCIAL OPTION AS A MULTI-OBJEKTIF OPTIMIZATION PROBLEM USING SPIRAL OPTIMIZATION Dwi Ismanto, Rido Indonesia Theses option, multiobjective optimization, spiral opimzation iii INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/39190 Options are derivative products from shares. The type of option that is lowered depends on the features of the option. The more features, the harder it is to determine its value. Therefore, an unusual method is needed to determine the price of an option. One approach that has never been used to determine option prices is optimization. The nature of options naturally raises intuition to make payoff and the opportunity to reach the payoff as two objectives, while bringing this problem into a multi-objective optimization problem. Next, a metaheuristic algorithm will be used to solve the problem. The algorithm chosen is a spiral optimization algorithm which is the latest metaheuristic algorithm. Based on the experiments that have been carried out, Pareto front as a solution to multi-objective problems was successfully built. Then, based on the Pareto front, using a strategy to evaluate the risk level of an option, the right payoff for the option price can be determined with a better result than the Black-Merton Scholes formula. 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 Options are derivative products from shares. The type of option that is lowered depends on the features of the option. The more features, the harder it is to determine its value. Therefore, an unusual method is needed to determine the price of an option. One approach that has never been used to determine option prices is optimization. The nature of options naturally raises intuition to make payoff and the opportunity to reach the payoff as two objectives, while bringing this problem into a multi-objective optimization problem. Next, a metaheuristic algorithm will be used to solve the problem. The algorithm chosen is a spiral optimization algorithm which is the latest metaheuristic algorithm. Based on the experiments that have been carried out, Pareto front as a solution to multi-objective problems was successfully built. Then, based on the Pareto front, using a strategy to evaluate the risk level of an option, the right payoff for the option price can be determined with a better result than the Black-Merton Scholes formula.
format Theses
author Dwi Ismanto, Rido
spellingShingle Dwi Ismanto, Rido
PRICING FINANCIAL OPTION AS A MULTI-OBJEKTIF OPTIMIZATION PROBLEM USING SPIRAL OPTIMIZATION
author_facet Dwi Ismanto, Rido
author_sort Dwi Ismanto, Rido
title PRICING FINANCIAL OPTION AS A MULTI-OBJEKTIF OPTIMIZATION PROBLEM USING SPIRAL OPTIMIZATION
title_short PRICING FINANCIAL OPTION AS A MULTI-OBJEKTIF OPTIMIZATION PROBLEM USING SPIRAL OPTIMIZATION
title_full PRICING FINANCIAL OPTION AS A MULTI-OBJEKTIF OPTIMIZATION PROBLEM USING SPIRAL OPTIMIZATION
title_fullStr PRICING FINANCIAL OPTION AS A MULTI-OBJEKTIF OPTIMIZATION PROBLEM USING SPIRAL OPTIMIZATION
title_full_unstemmed PRICING FINANCIAL OPTION AS A MULTI-OBJEKTIF OPTIMIZATION PROBLEM USING SPIRAL OPTIMIZATION
title_sort pricing financial option as a multi-objektif optimization problem using spiral optimization
url https://digilib.itb.ac.id/gdl/view/39190
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