Portfolio Optimization From a Set of Preference Ordered Projects Using an Ant Colony Based Multi-objective Approach
In this paper, a good portfolio is found through an ant colony algorithm (including a local search) that approximates the Pareto front regarding some kind of project categorization, cardinalities, discrepancies with priorities given by the ranking, and the average rank of supported projects; this ap...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Springer
2015-12-01
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| Series: | International Journal of Computational Intelligence Systems |
| Subjects: | |
| Online Access: | https://www.atlantis-press.com/article/25868672.pdf |
| _version_ | 1811301707254071296 |
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| author | S. Samantha Bastiani Laura Cruz-Reyes Eduardo Fernandez Claudia Gomez |
| author_facet | S. Samantha Bastiani Laura Cruz-Reyes Eduardo Fernandez Claudia Gomez |
| author_sort | S. Samantha Bastiani |
| collection | DOAJ |
| description | In this paper, a good portfolio is found through an ant colony algorithm (including a local search) that approximates the Pareto front regarding some kind of project categorization, cardinalities, discrepancies with priorities given by the ranking, and the average rank of supported projects; this approach is an improvement towards a proper modeling of preferences. The available information is only projects’ ranking and costs, and usually, resource allocation follows the ranking priorities until they are depleted. Results show that our proposal outperforms previous approaches. |
| first_indexed | 2024-04-13T07:14:47Z |
| format | Article |
| id | doaj.art-b775831964554eb6b77d409ce014d2ea |
| institution | Directory Open Access Journal |
| issn | 1875-6883 |
| language | English |
| last_indexed | 2024-04-13T07:14:47Z |
| publishDate | 2015-12-01 |
| publisher | Springer |
| record_format | Article |
| series | International Journal of Computational Intelligence Systems |
| spelling | doaj.art-b775831964554eb6b77d409ce014d2ea2022-12-22T02:56:47ZengSpringerInternational Journal of Computational Intelligence Systems1875-68832015-12-01810010.1080/18756891.2015.1129590Portfolio Optimization From a Set of Preference Ordered Projects Using an Ant Colony Based Multi-objective ApproachS. Samantha BastianiLaura Cruz-ReyesEduardo FernandezClaudia GomezIn this paper, a good portfolio is found through an ant colony algorithm (including a local search) that approximates the Pareto front regarding some kind of project categorization, cardinalities, discrepancies with priorities given by the ranking, and the average rank of supported projects; this approach is an improvement towards a proper modeling of preferences. The available information is only projects’ ranking and costs, and usually, resource allocation follows the ranking priorities until they are depleted. Results show that our proposal outperforms previous approaches.https://www.atlantis-press.com/article/25868672.pdfProject portfoliomulti-objective optimizationant-colony meta-heuristicMulti-Criteria Decision |
| spellingShingle | S. Samantha Bastiani Laura Cruz-Reyes Eduardo Fernandez Claudia Gomez Portfolio Optimization From a Set of Preference Ordered Projects Using an Ant Colony Based Multi-objective Approach International Journal of Computational Intelligence Systems Project portfolio multi-objective optimization ant-colony meta-heuristic Multi-Criteria Decision |
| title | Portfolio Optimization From a Set of Preference Ordered Projects Using an Ant Colony Based Multi-objective Approach |
| title_full | Portfolio Optimization From a Set of Preference Ordered Projects Using an Ant Colony Based Multi-objective Approach |
| title_fullStr | Portfolio Optimization From a Set of Preference Ordered Projects Using an Ant Colony Based Multi-objective Approach |
| title_full_unstemmed | Portfolio Optimization From a Set of Preference Ordered Projects Using an Ant Colony Based Multi-objective Approach |
| title_short | Portfolio Optimization From a Set of Preference Ordered Projects Using an Ant Colony Based Multi-objective Approach |
| title_sort | portfolio optimization from a set of preference ordered projects using an ant colony based multi objective approach |
| topic | Project portfolio multi-objective optimization ant-colony meta-heuristic Multi-Criteria Decision |
| url | https://www.atlantis-press.com/article/25868672.pdf |
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