Skip to main content

2016 | OriginalPaper | Buchkapitel

Safe Artificial Intelligence and Formal Methods

(Position Paper)

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In one aspect of our life or another, today we all live with AI. For example, the mechanisms behind the search engines operating on the Internet do not just retrieve information, but also constantly learn how to respond more rapidly and usefully to our requests. Although framed by its human inventors, this AI is getting stronger and more powerful every day to go beyond the original human intentions in the future. One of the major questions emerging along with the propagation of AI in both technology and life is about safety in AI. This paper presents the author’s view about how formal methods can assist us in building safer and reliable AI.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
1.
Zurück zum Zitat Arora, A.: Stabilization. In: Encyclopedia of Distributed Computing. Kluwer Academic Publishers, Dordrecht (2000) Arora, A.: Stabilization. In: Encyclopedia of Distributed Computing. Kluwer Academic Publishers, Dordrecht (2000)
2.
Zurück zum Zitat Baier, C., Katoen, J.P.: Principles of Model Checking. MIT Press, Cambridge (2008)MATH Baier, C., Katoen, J.P.: Principles of Model Checking. MIT Press, Cambridge (2008)MATH
3.
Zurück zum Zitat Berger, J.O.: Statistical Decision Theory and Bayesian Analysis. Springer Series in Statistics, 2nd edn. Springer, Heidelberg (1985)CrossRefMATH Berger, J.O.: Statistical Decision Theory and Bayesian Analysis. Springer Series in Statistics, 2nd edn. Springer, Heidelberg (1985)CrossRefMATH
5.
Zurück zum Zitat Conley, M., Appleby, B., Dahleh, M., Feron, E.: Computational complexity of Lyapunov stability analysis problems for a class of non-linear systems. Soc. Ind. Appl. Math. J. Control Optim. 36(6), 2176–2193 (1998)MATH Conley, M., Appleby, B., Dahleh, M., Feron, E.: Computational complexity of Lyapunov stability analysis problems for a class of non-linear systems. Soc. Ind. Appl. Math. J. Control Optim. 36(6), 2176–2193 (1998)MATH
6.
Zurück zum Zitat Emadi, A., Ehsani, M.: Aircraft power systems: technology, state of the art, and future trends. Aerospace Electron. Syst. Mag. 15(1), 28–32 (2000)CrossRef Emadi, A., Ehsani, M.: Aircraft power systems: technology, state of the art, and future trends. Aerospace Electron. Syst. Mag. 15(1), 28–32 (2000)CrossRef
8.
Zurück zum Zitat Hazewinkel, M.: Logical calculus. In: Hazewinkel, M. (ed.) Encyclopedia of Mathematics. Springer, Netherlands (2001) Hazewinkel, M.: Logical calculus. In: Hazewinkel, M. (ed.) Encyclopedia of Mathematics. Springer, Netherlands (2001)
9.
10.
Zurück zum Zitat Pullum, L., Cui, X., Vassev, E., Hinchey, M., Rouff, C., Buskens, R.: Verification of adaptive systems. In: Proceedings of (Infotech@Aerospace) Conference 2012, Garden Grove, California, USA, pp. 2012–2478. AIAA (2012) Pullum, L., Cui, X., Vassev, E., Hinchey, M., Rouff, C., Buskens, R.: Verification of adaptive systems. In: Proceedings of (Infotech@Aerospace) Conference 2012, Garden Grove, California, USA, pp. 2012–2478. AIAA (2012)
11.
Zurück zum Zitat Sternberg, R.J., Sternberg, K., Mio, J.: Cognitive Psychology, 6th edn. Wadsworth Publishing, Belmont (2012) Sternberg, R.J., Sternberg, K., Mio, J.: Cognitive Psychology, 6th edn. Wadsworth Publishing, Belmont (2012)
12.
Zurück zum Zitat Vassev, E., Hinchey, M.: Awareness in software-intensive systems. IEEE Comput. 45(12), 84–87 (2012)CrossRef Vassev, E., Hinchey, M.: Awareness in software-intensive systems. IEEE Comput. 45(12), 84–87 (2012)CrossRef
13.
Zurück zum Zitat Vassev, E., Hinchey, M.: Autonomy requirements engineering. IEEE Comput. 46(8), 82–84 (2013)CrossRef Vassev, E., Hinchey, M.: Autonomy requirements engineering. IEEE Comput. 46(8), 82–84 (2013)CrossRef
15.
Zurück zum Zitat Vassev, E., Hinchey, M.: Knowledge representation for adaptive and self-aware systems. In: Wirsing, M., Hölzl, M., Koch, N., Mayer, P. (eds.) Software Engineering for Collective Autonomic Systems. LNCS, vol. 8998, pp. 221–247. Springer, Heidelberg (2015) Vassev, E., Hinchey, M.: Knowledge representation for adaptive and self-aware systems. In: Wirsing, M., Hölzl, M., Koch, N., Mayer, P. (eds.) Software Engineering for Collective Autonomic Systems. LNCS, vol. 8998, pp. 221–247. Springer, Heidelberg (2015)
16.
Zurück zum Zitat Vassev, E., Hinchey, M., Nixon, P.: Automated test case generation of self-managing policies for NASA prototype missions developed with ASSL. In: Proceedings of the 4th IEEE International Symposium on Theoretical Aspects of Software Engineering (TASE 2010), pp. 3–8. IEEE Computer Society (2010) Vassev, E., Hinchey, M., Nixon, P.: Automated test case generation of self-managing policies for NASA prototype missions developed with ASSL. In: Proceedings of the 4th IEEE International Symposium on Theoretical Aspects of Software Engineering (TASE 2010), pp. 3–8. IEEE Computer Society (2010)
17.
Zurück zum Zitat Vassev, E., Sterritt, R., Rouff, C., Hinchey, M.: Swarm technology at NASA: building resilient systems. IT Prof. 14(2), 36–42 (2012)CrossRef Vassev, E., Sterritt, R., Rouff, C., Hinchey, M.: Swarm technology at NASA: building resilient systems. IT Prof. 14(2), 36–42 (2012)CrossRef
19.
Zurück zum Zitat Wirsing, M., Holzl, M., Koch, N., Mayer, P. (eds.): Software Engineering for Collective Autonomic Systems. LNCS, vol. 8998. Springer, Heidelberg (2015) Wirsing, M., Holzl, M., Koch, N., Mayer, P. (eds.): Software Engineering for Collective Autonomic Systems. LNCS, vol. 8998. Springer, Heidelberg (2015)
20.
Zurück zum Zitat Yerramalla, S., Fuller, E., Mladenovski, M., Cukic, B.: Lyapunov analysis of neural network stability in an adaptive flight control system. In: Huang, S.-T., Herman, T. (eds.) SSS 2003. LNCS, vol. 2704, pp. 77–91. Springer, Heidelberg (2003)CrossRef Yerramalla, S., Fuller, E., Mladenovski, M., Cukic, B.: Lyapunov analysis of neural network stability in an adaptive flight control system. In: Huang, S.-T., Herman, T. (eds.) SSS 2003. LNCS, vol. 2704, pp. 77–91. Springer, Heidelberg (2003)CrossRef
Metadaten
Titel
Safe Artificial Intelligence and Formal Methods
verfasst von
Emil Vassev
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-47166-2_49