Application of the consensus method in a multiagent financial decision support system
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  • 作者:Marcin Hernes ; Jadwiga Sobieska-Karpińska
  • 关键词:Financial decisions ; Decision support systems ; Multiagent systems ; Consensus method
  • 刊名:Information Systems and E-Business Management
  • 出版年:2016
  • 出版时间:February 2016
  • 年:2016
  • 卷:14
  • 期:1
  • 页码:167-185
  • 全文大小:1,134 KB
  • 参考文献:Arrow KJ (1963) Social choice and individual values, 2nd edn. Wiley, New York
    Barthlemy JP (1992) Dictatorial consensus function on n-trees. Math Soc Sci 25:59–64CrossRef
    Bohm V, Wenzelburger J (2005) On the performance of efficient portfolios. J Econ Dyn Control 29(4):721–740CrossRef
    BOSSA.PL http://​bossa.​pl/​pub/​metastock/​mstock/​metaall.​zip . Accessed 28 Aug 2014
    Chiarella C, Dieci R, Gardini L (2006) Asset price and wealth dynamics in a financial market with heterogeneous agents. J Econ Dyn Control 30(9–10):1755–1786CrossRef
    Daniłowicz C, Nguyen NT (1988) Consensus-based partition in the space of ordered partitions. Pattern Recognit 21:269–273CrossRef
    Fundamental Analysis http://​www.​investopedia.​com/​terms/​f/​fundamentalanaly​sis.​asp . Accessed 21 Jan 2015
    Hernes M, Nguyen NT (2004) Deriving consensus for incomplete ordered partitions. In: Nguyen NT (ed) Intelligent technologies for inconsistent knowledge processing. Advanced Knowledge International, Australia
    Hernes M, Nguyen NT (2007) Deriving consensus for hierarchical incomplete ordered partitions and coverings. J Univers Comput Sci 13(2):317–328
    http://​jade.​tilab.​com/​ . Accessed 21 Nov 2013
    Jajuga K (2007) Podstawy inwestowania na Giełdzie Papierów Wartosciowych [Base of invest on Gielda Papierow Wartosciowych]. Giełda Papierów Wartościowych S.A, Warszawa
    Korczak J, Bac M, Drelczuk K, Fafuła A (2012) A-Trader—consulting agent platform for stock exchange gamblers. In: Proceedings of the federated conference on computer science and information systems (FedCSIS), pp 963–968
    Korczak J, Hernes M, Bac M (2013) Risk avoiding strategy in multi-agent trading system. In: Proceedings of federated conference computer science and information systems (FedCSIS), pp 1119–1126
    LeBaron B (2011) Active and passive learning in agent-based financial markets. East Econ J 37:35–43CrossRef
    Mönch L, Stehli M (2006) ManufAG: a multi-agent-system framework for production control of complex manufacturing systems. IseB 4(2):159–185CrossRef
    Nguyen NT (2006) Using consensus methodology in processing inconsistency of knowledge. In: Last M et al (eds) Advances in web intelligence and data mining, series studies in computational intelligence. Springer, New York, pp 161–170CrossRef
    Sobieska-Karpińska J, Hernes M (2010) Value of information i distributed decision support system. In: Pańkowska M (ed) Infonomics for distributed business and decision-making environments: creating information system ecology. IGI Global, Hershey, pp 153–176CrossRef
    Sobieska-Karpińska J, Hernes M (2011) Determining consensus in distributed computer decision support system. In: Dziechciarz J (ed) Econometrics, no 31. Wrocław University of Economics Press, Wrocław, pp 217–224
    Sobieska-Karpińska J, Hernes M (2012) Consensus determining algorithm in multiagent decision support system with taking into consideration improving agent’s knowledge. In: Proceedings of the federated conference on computer science and information systems (FedCSIS), pp 1035–1040
    Sycara KP, Decker K, Zeng D (2002) Intelligent agents in portfolio management. In: Jennings N, Wooldridge M (eds) Agent technology. Springer, New York, pp 267–282
    Technical analysis http://​www.​investopedia.​com/​terms/​t/​technicalanalysi​s.​asp . Accessed 21 Jan 2015
    Westerhoff FH (2011) Multiasset market dynamics. Macroecon Dyn 8(2011):596–616
    Zgrzywa M (2007) Consensus determining with dependencies of attributes with interval values. J Univers Comput Sci 13(2):329–344
  • 作者单位:Marcin Hernes (1)
    Jadwiga Sobieska-Karpińska (2)

    1. Department of Economic Informatics, Wrocław University of Economics, ul. Komandorska 118/120, 53-345, Wrocław, Poland
    2. Department of Economic Sciences, The Witelon State University of Applied Sciences in Legnica, ul. Sejmowa 5A, 59-220, Legnica, Poland
  • 刊物类别:Business and Economics
  • 刊物主题:Economics
    Business Information Systems
    Information Systems Applications and The Internet
    Management
  • 出版者:Springer Berlin / Heidelberg
  • ISSN:1617-9854
文摘
Financial decisions are supported by different methods, based mainly on statistics, mathematics, behaviorism, artificial intelligence or experts’ opinion sentiment analysis. The main problem is that under conditions of risk and uncertainty predicting financial markets can be very difficult. This paper presents an approach to investment strategy design for a multiagent system which supports investment decisions on the stock market. Individual components and functionalities of the multiagent financial decision support system method have been briefly described. On the basis of decisions generated by agents, the Supervisor Agent uses a consensus method to generate a satisfactory rate of return and reduce the level of risk associated with investing in a financial instrument. Verification of the effectiveness of the strategy has been conducted using investments on the Warsaw Stock Exchange. Keywords Financial decisions Decision support systems Multiagent systems Consensus method

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