FORMATION OF MARKOWITZ PORTFOLIO INSURANCE USING SIMULATED ANNEALING WITH AND WITHOUT OPTION
The Simulated Annealing method, which is a random search method for solving optimization problems, uses an analog simulation of the annealing of solids, where the objective function to be minimized corresponds to temperature of the solid. This method allows the occasional acceptance of a new infe...
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id-itb.:196312017-09-27T11:43:12ZFORMATION OF MARKOWITZ PORTFOLIO INSURANCE USING SIMULATED ANNEALING WITH AND WITHOUT OPTION ASTERLITA JANTORO, VIONY Indonesia Final Project Finance, portfolio formation, Simulated Annealing, portfolio insurance, option, bond INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/19631 The Simulated Annealing method, which is a random search method for solving optimization problems, uses an analog simulation of the annealing of solids, where the objective function to be minimized corresponds to temperature of the solid. This method allows the occasional acceptance of a new inferior solution in order to avoid being trapped in a local optimum. The lower the temperature, the smaller the chance of this new solution to be accepted. In this final project, this method is implemented on the well-known problem of portfolio selection, the Markowitz Mean-Variance Model. In this method, we look for the solution that minimizing the covariance which reflects the risk of the portfolio and then we determine the highest return with the lowest covariance can be made in the portfolio. In the portfolio formation, there is a strategy that can be used to protect the portfolio. The strategy is called portfolio insurance. The strategy maintains the portfolio value when the stocks price decrease, so that the risk of the portfolio can be minimized. The strategy is dividing investor’s fund into various investment such as stocks, bond, and options. By simulation, we can determine the best strategy in the portfolio formation. text |
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The Simulated Annealing method, which is a random search method for solving
optimization problems, uses an analog simulation of the annealing of solids, where
the objective function to be minimized corresponds to temperature of the solid. This
method allows the occasional acceptance of a new inferior solution in order to avoid
being trapped in a local optimum. The lower the temperature, the smaller the chance
of this new solution to be accepted. In this final project, this method is implemented
on the well-known problem of portfolio selection, the Markowitz Mean-Variance
Model. In this method, we look for the solution that minimizing the covariance
which reflects the risk of the portfolio and then we determine the highest return
with the lowest covariance can be made in the portfolio. In the portfolio formation,
there is a strategy that can be used to protect the portfolio. The strategy is called
portfolio insurance. The strategy maintains the portfolio value when the stocks
price decrease, so that the risk of the portfolio can be minimized. The strategy is
dividing investor’s fund into various investment such as stocks, bond, and options.
By simulation, we can determine the best strategy in the portfolio formation. |
format |
Final Project |
author |
ASTERLITA JANTORO, VIONY |
spellingShingle |
ASTERLITA JANTORO, VIONY FORMATION OF MARKOWITZ PORTFOLIO INSURANCE USING SIMULATED ANNEALING WITH AND WITHOUT OPTION |
author_facet |
ASTERLITA JANTORO, VIONY |
author_sort |
ASTERLITA JANTORO, VIONY |
title |
FORMATION OF MARKOWITZ PORTFOLIO INSURANCE USING SIMULATED ANNEALING WITH AND WITHOUT OPTION |
title_short |
FORMATION OF MARKOWITZ PORTFOLIO INSURANCE USING SIMULATED ANNEALING WITH AND WITHOUT OPTION |
title_full |
FORMATION OF MARKOWITZ PORTFOLIO INSURANCE USING SIMULATED ANNEALING WITH AND WITHOUT OPTION |
title_fullStr |
FORMATION OF MARKOWITZ PORTFOLIO INSURANCE USING SIMULATED ANNEALING WITH AND WITHOUT OPTION |
title_full_unstemmed |
FORMATION OF MARKOWITZ PORTFOLIO INSURANCE USING SIMULATED ANNEALING WITH AND WITHOUT OPTION |
title_sort |
formation of markowitz portfolio insurance using simulated annealing with and without option |
url |
https://digilib.itb.ac.id/gdl/view/19631 |
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1821119900987424768 |