Skip to main content
Erschienen in: Soft Computing 1/2011

01.01.2011 | Focus

Belief trees and networks for biometric applications

verfasst von: S. N. Yanushkevich, M. L. Gavrilova, V. P. Shmerko, S. E. Lyshevski, A. Stoica, R. R. Yager

Erschienen in: Soft Computing | Ausgabe 1/2011

Einloggen

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

search-config
loading …

Abstract

This paper aims to introduce the novel approach to the design of a class of decision-making tools based on belief networks for biometric applications. The problem is formulated as mapping the belief networks into the homogeneous computing network, in order to meet the requirements of real-time computing, in particular, the biometric-based physical access control system. The feasible approach to this problem is the accelerating of software computing using hardware. Our experiments show that the straightforward utilization of the hardware tools may not satisfy real-time applications, since the belief networks may not be mapped directly into the hardware. We propose generating the belief network based on mapping of the belief trees into the linear networks with further fusion, so that the obtained structures can be mapped into homogeneous computing arrays.

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 "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!

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!

Literatur
Zurück zum Zitat DAPRA (2003) Total information awareness DAPRA’s research program. Inf Secur 10:105–109 DAPRA (2003) Total information awareness DAPRA’s research program. Inf Secur 10:105–109
Zurück zum Zitat Jensen FV (2001) Bayesian networks and decision graphs. Springer, BerlinMATH Jensen FV (2001) Bayesian networks and decision graphs. Springer, BerlinMATH
Zurück zum Zitat Larsen HL, Yager RR (2000) A framework for fuzzy recognition technology. IEEE Trans Syst Man Cybern Part C Appl Rev 30(1):65–76CrossRef Larsen HL, Yager RR (2000) A framework for fuzzy recognition technology. IEEE Trans Syst Man Cybern Part C Appl Rev 30(1):65–76CrossRef
Zurück zum Zitat Lyshevski SE (2007) Molecular electronics, circuits and processing platforms. CRC Press, Boca Raton Lyshevski SE (2007) Molecular electronics, circuits and processing platforms. CRC Press, Boca Raton
Zurück zum Zitat Pournara I, Bouganis C-S, Constantinides GA (2005) FPGA-accelerated Bayesian learning for reconstruction of gene regulatory networks. Proceedings of the IEEE international conference field programmable logic and application, pp 323–328 Pournara I, Bouganis C-S, Constantinides GA (2005) FPGA-accelerated Bayesian learning for reconstruction of gene regulatory networks. Proceedings of the IEEE international conference field programmable logic and application, pp 323–328
Zurück zum Zitat Shafer G (1976) A mathematical theory of evidence. Princeton University Press, New JerseyMATH Shafer G (1976) A mathematical theory of evidence. Princeton University Press, New JerseyMATH
Zurück zum Zitat Shmerko VP, Stoica A, Yager RR, Yanushkevich SN, Moon H (2007) Accelerating decision making support in biometric assistant for remote temperature measures. In: Proceedings of the ECSIS-2007 symposium on BLISS. Edinburgh, UK, pp 11–14 Shmerko VP, Stoica A, Yager RR, Yanushkevich SN, Moon H (2007) Accelerating decision making support in biometric assistant for remote temperature measures. In: Proceedings of the ECSIS-2007 symposium on BLISS. Edinburgh, UK, pp 11–14
Zurück zum Zitat Shmerko VP, Yanushkevich SN, Lyshevski SE (2009) Computer arithmetics for nanoelectronics. CRC Press, Boca Raton Shmerko VP, Yanushkevich SN, Lyshevski SE (2009) Computer arithmetics for nanoelectronics. CRC Press, Boca Raton
Zurück zum Zitat Yager RR, Fedrizzi M, Kacprzyk J (eds) (1994) Advances in the Dempster–Shafer theory of evidence. Willey, New York Yager RR, Fedrizzi M, Kacprzyk J (eds) (1994) Advances in the Dempster–Shafer theory of evidence. Willey, New York
Zurück zum Zitat Yager RR (2004) Uncertainty modeling and decision support. Reliab Eng Syst Saf 85:341–354CrossRef Yager RR (2004) Uncertainty modeling and decision support. Reliab Eng Syst Saf 85:341–354CrossRef
Zurück zum Zitat Yanushkevich S (2007) Logic design of computational nanostructures. J Comput Theor Nanosci Sci Am Publ 4(3):60–69 Yanushkevich S (2007) Logic design of computational nanostructures. J Comput Theor Nanosci Sci Am Publ 4(3):60–69
Zurück zum Zitat Yanushkevich SN, Stoica A, Shmerko VP (2006) Semantic framework for biometric-based access control systems. IEEE international conference on computational intelligence for homeland security and personal safety, Alexandria, VA, USA, pp 11–16 Yanushkevich SN, Stoica A, Shmerko VP (2006) Semantic framework for biometric-based access control systems. IEEE international conference on computational intelligence for homeland security and personal safety, Alexandria, VA, USA, pp 11–16
Zurück zum Zitat Yanushkevich SN, Stoica A, Shmerko VP (2006) Experience of design and prototyping of a multi-biometric early warning physical access control security system (PASS) and a training system (T-PASS). Proceedings of the 32nd Annual IEEE industrial electronics society conference, Paris, pp 2347–2352 Yanushkevich SN, Stoica A, Shmerko VP (2006) Experience of design and prototyping of a multi-biometric early warning physical access control security system (PASS) and a training system (T-PASS). Proceedings of the 32nd Annual IEEE industrial electronics society conference, Paris, pp 2347–2352
Zurück zum Zitat Yanushkevich SN, Stoica A, Shmerko VP (2007) Fundamentals of biometric-based training system design. In: Yanushkevich SN, Wang P, Srihari S, Gavrilova M (eds) Nixon MS, (Consulting ed). Image pattern recognition: synthesis and analysis in biometrics. World Scientific, pp 365–406 Yanushkevich SN, Stoica A, Shmerko VP (2007) Fundamentals of biometric-based training system design. In: Yanushkevich SN, Wang P, Srihari S, Gavrilova M (eds) Nixon MS, (Consulting ed). Image pattern recognition: synthesis and analysis in biometrics. World Scientific, pp 365–406
Zurück zum Zitat Zadeh LA (1999) From computing with numbers to computing with words—from manipulation of measurements to manipulation of perceptions. IEEE Trans Circuits and Syst I Fundam Theory Appl 45(1):105–119CrossRefMathSciNet Zadeh LA (1999) From computing with numbers to computing with words—from manipulation of measurements to manipulation of perceptions. IEEE Trans Circuits and Syst I Fundam Theory Appl 45(1):105–119CrossRefMathSciNet
Metadaten
Titel
Belief trees and networks for biometric applications
verfasst von
S. N. Yanushkevich
M. L. Gavrilova
V. P. Shmerko
S. E. Lyshevski
A. Stoica
R. R. Yager
Publikationsdatum
01.01.2011
Verlag
Springer-Verlag
Erschienen in
Soft Computing / Ausgabe 1/2011
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-009-0512-3

Weitere Artikel der Ausgabe 1/2011

Soft Computing 1/2011 Zur Ausgabe