ANALYSIS OF STOCK PORTFOLIO OPTIMIZATION ON JAKARTA ISLAMIC INDEX USING SIMULATED ANNEALING AND GENETIC ALGORITHM METHOD
There are more cases that are occurring from various fields that still need solutions to solve these problems. Physicists have discovered a new system in the world of physics to answer these problems called a complex system. Complex systems are a system that studies how to solve complex cases usi...
Saved in:
Main Author: | |
---|---|
Format: | Final Project |
Language: | Indonesia |
Online Access: | https://digilib.itb.ac.id/gdl/view/49456 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Institut Teknologi Bandung |
Language: | Indonesia |
id |
id-itb.:49456 |
---|---|
spelling |
id-itb.:494562020-09-16T12:50:57ZANALYSIS OF STOCK PORTFOLIO OPTIMIZATION ON JAKARTA ISLAMIC INDEX USING SIMULATED ANNEALING AND GENETIC ALGORITHM METHOD Bintang Ramadhanti, Nadya Indonesia Final Project genetic algorithm method, investment, simulated annealing method, stock portfolio, stock price INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/49456 There are more cases that are occurring from various fields that still need solutions to solve these problems. Physicists have discovered a new system in the world of physics to answer these problems called a complex system. Complex systems are a system that studies how to solve complex cases using theories that have been studied in physics. Complex systems are divided into three: econophysics, sociophysics, and urban physics. Problems in the real world can occur in various fields, one of which is economics, so econophysics is used. Econophysics is a science that is based on physical theories to solve cases in the economic world. In the economic world, stock price is categorized as a complex system. This is because the stock price cannot be predicted because its value can go up and down immediately so it needs to be analyzed using a new approach. Stock prices needs to be predicted in order to be able to invest. Investment is an activity of investing capital in a particular asset that aims to generate large profits with minimum risk. To achieve these objectives in investing, it is necessary to create a stock portfolio. The stock portfolio contains a collection of assets to be invested with their respective weights. The proportion of each share that will be invested requires a solution using the approach of the econophysical method, the simulated annealing (SA) method and the genetic algorithm (GA). Both of these methods are methods that can calculate the optimization of a function to be compared which one is better. The index that will be analyzed is the Jakarta islamic index (JII). The data taken is the stock price for 6 years, which is from 1st January 2014 to 31st December 2019. The results that are obtained are the simulated annealing method which has a faster performance and produces greater fitness compared to the GA method of 0,875. 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 |
There are more cases that are occurring from various fields that still need solutions
to solve these problems. Physicists have discovered a new system in the world of
physics to answer these problems called a complex system. Complex systems are a
system that studies how to solve complex cases using theories that have been
studied in physics. Complex systems are divided into three: econophysics,
sociophysics, and urban physics. Problems in the real world can occur in various
fields, one of which is economics, so econophysics is used. Econophysics is a
science that is based on physical theories to solve cases in the economic world. In
the economic world, stock price is categorized as a complex system. This is because
the stock price cannot be predicted because its value can go up and down
immediately so it needs to be analyzed using a new approach. Stock prices needs to
be predicted in order to be able to invest. Investment is an activity of investing
capital in a particular asset that aims to generate large profits with minimum risk.
To achieve these objectives in investing, it is necessary to create a stock portfolio.
The stock portfolio contains a collection of assets to be invested with their
respective weights. The proportion of each share that will be invested requires a
solution using the approach of the econophysical method, the simulated annealing
(SA) method and the genetic algorithm (GA). Both of these methods are methods
that can calculate the optimization of a function to be compared which one is better.
The index that will be analyzed is the Jakarta islamic index (JII). The data taken is
the stock price for 6 years, which is from 1st January 2014 to 31st December 2019.
The results that are obtained are the simulated annealing method which has a faster
performance and produces greater fitness compared to the GA method of 0,875. |
format |
Final Project |
author |
Bintang Ramadhanti, Nadya |
spellingShingle |
Bintang Ramadhanti, Nadya ANALYSIS OF STOCK PORTFOLIO OPTIMIZATION ON JAKARTA ISLAMIC INDEX USING SIMULATED ANNEALING AND GENETIC ALGORITHM METHOD |
author_facet |
Bintang Ramadhanti, Nadya |
author_sort |
Bintang Ramadhanti, Nadya |
title |
ANALYSIS OF STOCK PORTFOLIO OPTIMIZATION ON JAKARTA ISLAMIC INDEX USING SIMULATED ANNEALING AND GENETIC ALGORITHM METHOD |
title_short |
ANALYSIS OF STOCK PORTFOLIO OPTIMIZATION ON JAKARTA ISLAMIC INDEX USING SIMULATED ANNEALING AND GENETIC ALGORITHM METHOD |
title_full |
ANALYSIS OF STOCK PORTFOLIO OPTIMIZATION ON JAKARTA ISLAMIC INDEX USING SIMULATED ANNEALING AND GENETIC ALGORITHM METHOD |
title_fullStr |
ANALYSIS OF STOCK PORTFOLIO OPTIMIZATION ON JAKARTA ISLAMIC INDEX USING SIMULATED ANNEALING AND GENETIC ALGORITHM METHOD |
title_full_unstemmed |
ANALYSIS OF STOCK PORTFOLIO OPTIMIZATION ON JAKARTA ISLAMIC INDEX USING SIMULATED ANNEALING AND GENETIC ALGORITHM METHOD |
title_sort |
analysis of stock portfolio optimization on jakarta islamic index using simulated annealing and genetic algorithm method |
url |
https://digilib.itb.ac.id/gdl/view/49456 |
_version_ |
1822000391651328000 |