Fuzzy Portfolio Selection for Realizing Limited Number of Investment Securities Using Genetic Algorithm
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- WATADA Junzo
- Osaka Institute of Technology
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- MIZUNUMA Hiroto
- Osaka Institute of Technology
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- MATSUDA Hiroshi
- Osaka Institute of Technology
Bibliographic Information
- Other Title
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- 遺伝的アルゴリズムを用いた投資銘柄数限定型ファジィ・ポートフォリオ・セレクション
- イデンテキ アルゴリズム オ モチイタ トウシ メイガラスウ ゲンテイガタ フ
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Description
The objective of this study is to select a limited number of securities and decide the portfolio of the selected securities which satisfies the decision makers. Mixed-integer portfolio selection is solved using a genetic algorithm. It is difficult to generate individuals who choose N securities out of n securities based on the 0-1 encoding of a genetic algorithm. Therefore, encoding is employed to set an allele to the number of 0-1 variables and the chromosome length to the number of choices. The portfolio of selected securities is decided based on a fuzzy-logic concept which realizes the quasi-satisfaction of a decision maker for the expected rate of return and risk ; in other words, the aspiration level of a decision maker. It is shown, using an example which chooses 4,5 or 6 securities out of 15,that the mixed-integer fuzzy portfolio selection using a genetic algorithm is an effective method.
Journal
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- Journal of Japan Industrial Management Association
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Journal of Japan Industrial Management Association 49 (2), 91-99, 1998
Japan Industrial Management Association
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Keywords
Details 詳細情報について
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- CRID
- 1390282680480958080
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- NII Article ID
- 110003945580
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- NII Book ID
- AN10561806
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- ISSN
- 21879079
- 13422618
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- NDL BIB ID
- 4489077
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- Text Lang
- ja
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- Data Source
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- JaLC
- NDL Search
- CiNii Articles
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- Abstract License Flag
- Disallowed