Skip to main content
Top

2017 | OriginalPaper | Chapter

13. Financial Engineering

Authors : Tshilidzi Marwala, Evan Hurwitz

Published in: Artificial Intelligence and Economic Theory: Skynet in the Market

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Financial engineering has grown with the advent of computing and this growth has accelerated in the last decade with the advances in artificial intelligence (AI). This chapter explores how subjects such as evolution, deep learning and big data are changing the effectiveness of quantitative finance. This chapter explores the problem of estimating HIV risk, simulating the stock market using multi-agent systems, applying control systems for inflation targeting and factor analysis. The results demonstrate that AI improves the estimation of HIV risk, makes stock markets homogeneous and efficient, is a good basis for building models that target inflation and enhances the identification of factors that drive inflation.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Akansu AN, Torun MU (2015) A primer for financial engineering: financial signal processing and electronic trading. Academic Press, Boston Akansu AN, Torun MU (2015) A primer for financial engineering: financial signal processing and electronic trading. Academic Press, Boston
go back to reference Beder TS, Marshall CM (2011) Financial engineering: the evolution of a profession. Wiley, London Beder TS, Marshall CM (2011) Financial engineering: the evolution of a profession. Wiley, London
go back to reference Franklin S, Graesser A (1996) Is it an agent, or just a program? A taxonomy for autonomous agents. In: Proceedings of the third international workshop on agent theories, architectures, and languages, pp 21–35 Franklin S, Graesser A (1996) Is it an agent, or just a program? A taxonomy for autonomous agents. In: Proceedings of the third international workshop on agent theories, architectures, and languages, pp 21–35
go back to reference Hurwitz E, Marwala T (2007) Learning to bluff. Arxiv 0705.0693. Last accessed 1 May 2017 Hurwitz E, Marwala T (2007) Learning to bluff. Arxiv 0705.0693. Last accessed 1 May 2017
go back to reference Kasabov N (1998) Introduction: hybrid intelligent adaptive systems. Int J Intell Syst 6:453–454CrossRef Kasabov N (1998) Introduction: hybrid intelligent adaptive systems. Int J Intell Syst 6:453–454CrossRef
go back to reference Leke BB, Marwala T, Tettey T (2006) Autoencoder networks for HIV classification. Curr Sci 9(11):1467–1473 Leke BB, Marwala T, Tettey T (2006) Autoencoder networks for HIV classification. Curr Sci 9(11):1467–1473
go back to reference Marivate VN, Nelwamondo VF, Marwala T (2008) Investigation into the use of autoencoder neural networks, principal component analysis and support vector regression in estimating missing HIV data. In: Proceedings of the 17th World Congress of The International Federation of Automatic Control, Seoul, Korea, July 6–11, pp 682–689 Marivate VN, Nelwamondo VF, Marwala T (2008) Investigation into the use of autoencoder neural networks, principal component analysis and support vector regression in estimating missing HIV data. In: Proceedings of the 17th World Congress of The International Federation of Automatic Control, Seoul, Korea, July 6–11, pp 682–689
go back to reference Marwala T (2000) On damage identification using a committee of neural networks. J Eng Mech 126:43–50CrossRef Marwala T (2000) On damage identification using a committee of neural networks. J Eng Mech 126:43–50CrossRef
go back to reference Marwala T (2009) Computational intelligence for missing data imputation, estimation and management: knowledge optimization techniques. IGI Global Publications, New YorkCrossRef Marwala T (2009) Computational intelligence for missing data imputation, estimation and management: knowledge optimization techniques. IGI Global Publications, New YorkCrossRef
go back to reference Marwala T (2010) Finite element model updating using computational intelligence techniques. Springer, LondonCrossRefMATH Marwala T (2010) Finite element model updating using computational intelligence techniques. Springer, LondonCrossRefMATH
go back to reference Marwala T (2012) Condition monitoring using computational intelligence methods. Springer, LondonCrossRef Marwala T (2012) Condition monitoring using computational intelligence methods. Springer, LondonCrossRef
go back to reference Marwala T (2013) Economic modeling using artificial intelligence methods. Springer, HeidelbergCrossRefMATH Marwala T (2013) Economic modeling using artificial intelligence methods. Springer, HeidelbergCrossRefMATH
go back to reference Marwala T, Crossingham B (2008) Neuro-rough models for modelling HIV. In: Proceedings of the IEEE International Conference on Man, Systems and Cybernetics, pp 3089–3095 Marwala T, Crossingham B (2008) Neuro-rough models for modelling HIV. In: Proceedings of the IEEE International Conference on Man, Systems and Cybernetics, pp 3089–3095
go back to reference Marwala T, Lagazio M (2011) Militarized conflict modeling using computational intelligence techniques. Springer, LondonCrossRef Marwala T, Lagazio M (2011) Militarized conflict modeling using computational intelligence techniques. Springer, LondonCrossRef
go back to reference Marwala T, De Wilde P, Correia L, Mariano P, Ribeiro R, Abramov V, Szirbik N, Goossenaerts J (2001) Scalability and optimisation of a committee of agents using genetic algorithm. In: Proceedings of the 2001 international symposium on soft comput and intelligent systems for industry: Arxiv 0705.1757 Last accessed 3 Jan 2017 Marwala T, De Wilde P, Correia L, Mariano P, Ribeiro R, Abramov V, Szirbik N, Goossenaerts J (2001) Scalability and optimisation of a committee of agents using genetic algorithm. In: Proceedings of the 2001 international symposium on soft comput and intelligent systems for industry: Arxiv 0705.1757 Last accessed 3 Jan 2017
go back to reference Mistry J, Nelwamondo FV, Marwala T (2008) Investigating a predictive certainty measure for ensemble based HIV classification. In IEEE International Conference on Systems, Computational Cybernetics. ICCC, pp 231–236 Mistry J, Nelwamondo FV, Marwala T (2008) Investigating a predictive certainty measure for ensemble based HIV classification. In IEEE International Conference on Systems, Computational Cybernetics. ICCC, pp 231–236
go back to reference Pires MM (2005) American option pricing using computational intelligence methods. Master’s Thesis, University of the Witwatersrand Pires MM (2005) American option pricing using computational intelligence methods. Master’s Thesis, University of the Witwatersrand
go back to reference Pires MM, Marwala T (2004) American option pricing using multi-layer perceptron and support vector machine. In: Proceedings of the IEEE international conference on systems, man, and cybernetics, pp 1279–1285 Pires MM, Marwala T (2004) American option pricing using multi-layer perceptron and support vector machine. In: Proceedings of the IEEE international conference on systems, man, and cybernetics, pp 1279–1285
go back to reference Pires MM, Marwala T (2005) American option pricing using bayesian multi-layer perceptrons and bayesian support vector machines. In: Proceedings of the IEEE 3rd international conference on computing cybernetics, pp 219–224 Pires MM, Marwala T (2005) American option pricing using bayesian multi-layer perceptrons and bayesian support vector machines. In: Proceedings of the IEEE 3rd international conference on computing cybernetics, pp 219–224
go back to reference Russell SJ, Norvig P (2003) Artificial intelligence: a modern approach. Upper Saddle River, New JerseyMATH Russell SJ, Norvig P (2003) Artificial intelligence: a modern approach. Upper Saddle River, New JerseyMATH
go back to reference Teweldemedhin E, Marwala T, Mueller C (2004) Agent-based modelling: a case study in HIV epidemic. In: Proceeding of the fourth international conference on hybrid intelligent systems, pp 154–159 Teweldemedhin E, Marwala T, Mueller C (2004) Agent-based modelling: a case study in HIV epidemic. In: Proceeding of the fourth international conference on hybrid intelligent systems, pp 154–159
go back to reference Tim TN, Marwala T (2006) Computational intelligence methods for risk assessment of HIV. In Imaging the Future Medicine, Proceedings of the IFMBE, vol 14, pp 3581–3585 Tim TN, Marwala T (2006) Computational intelligence methods for risk assessment of HIV. In Imaging the Future Medicine, Proceedings of the IFMBE, vol 14, pp 3581–3585
Metadata
Title
Financial Engineering
Authors
Tshilidzi Marwala
Evan Hurwitz
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-66104-9_13

Premium Partner