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An Intelligent Trading System with Fuzzy Rules and Fuzzy Capital Management

dc.contributor.authorNaranjo, Rodrigo
dc.contributor.authorMeco Alias, Albert
dc.contributor.authorArroyo Gallardo, Javier
dc.contributor.authorSantos Peñas, Matilde
dc.date.accessioned2023-06-18T06:45:10Z
dc.date.available2023-06-18T06:45:10Z
dc.date.issued2015-04-11
dc.description.abstractIn this work we are proposing a trading system where fuzzy logic is applied not only for defining the trading rules, but also for managing the capital to invest. In fact, two fuzzy decision support systems are developed. The first one uses fuzzy logic to design the trading rules and to apply the stock market technical indicators. The second one enhances this fuzzy trading system adding a fuzzy strategy to manage the capital to trade. Additionally, a new technical market indicator that produces short and long entry signals is introduced. It is based on the MACD (Moving Average Convergence Divergence) indicator. Its parameters have been optimized by genetic algorithms. The proposals are compared to a classical non-fuzzy version of the pro-posed trading systems and to the Buy-and-Hold strategy. Results favor our fuzzy trading system in the two markets considered, NASDAQ100 and EUROSTOXX. Conclusions suggest that the use of fuzzy logic for capital management is promising and deserves further exploration
dc.description.departmentDepto. de Arquitectura de Computadores y Automática
dc.description.departmentDepto. de Ingeniería de Software e Inteligencia Artificial (ISIA)
dc.description.facultyFac. de Informática
dc.description.refereedTRUE
dc.description.sponsorshipMinisterio de Ciencia e Innovación (MICINN)
dc.description.statuspub
dc.eprint.idhttps://eprints.ucm.es/id/eprint/30730
dc.identifier.doi10.1002/int.21734
dc.identifier.issn1098-111X
dc.identifier.officialurlhttp://onlinelibrary.wiley.com/doi/10.1002/int.21734/abstract
dc.identifier.urihttps://hdl.handle.net/20.500.14352/24032
dc.issue.number8
dc.journal.titleInternational Journal of Intelligent Systems
dc.language.isoeng
dc.page.final983
dc.page.initial963
dc.publisherWiley
dc.relation.projectIDDPI2013-46665-C2-1-R
dc.rights.accessRightsopen access
dc.subject.cdu004.89
dc.subject.keywordTrading
dc.subject.keywordFuzzy logic
dc.subject.keywordDecision making
dc.subject.keywordOptimal-F
dc.subject.keywordCapital management
dc.subject.ucmInteligencia artificial (Informática)
dc.subject.ucmSistemas expertos
dc.subject.unesco1203.04 Inteligencia Artificial
dc.titleAn Intelligent Trading System with Fuzzy Rules and Fuzzy Capital Management
dc.typejournal article
dc.volume.number30
dspace.entity.typePublication
relation.isAuthorOfPublication9d6dc0f9-eff0-4560-971f-0d6be36215c5
relation.isAuthorOfPublication4776976f-8d88-4992-bc6d-eea957d11041
relation.isAuthorOfPublication99cac82a-8d31-45a5-bb8d-8248a4d6fe7f
relation.isAuthorOfPublication.latestForDiscovery4776976f-8d88-4992-bc6d-eea957d11041

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