Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
Rule Induction of Automotive Historic Styles Using Decision Tree Classifier Read chapter Read first chapter

2020 | OriginalPaper | Chapter

Causality in Probabilistic Fuzzy Logic and Alternative Causes as Fuzzy Duals

Authors : Serge Robert, Usef Faghihi, Youssef Barkaoui, Nadia Ghazzali

Published in: Advances in Computational Collective Intelligence

Publisher: Springer International Publishing

Log in

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

search-config
loading …

Abstract

Causal inference is an essential part of human reasoning. Computer scientists often use inferential logic and probability theories to find the causes of the events. In causal inference, researchers are interested in finding the relationship between two observable events. However, most of the time, we can only perceive the co-occurrences of events or usual successions of events. So, we must be careful in trying to establish causality between events. Also, many alternative causes or conjoint causes can be at work. So, we need good tools to deal with the complex problem of causality. In this paper, we will explore probabilistic fuzzy logic (PFL) as a sophisticated alternative to establish causal inference and fuzzy duals as tools for the expression of alternative possible causes.

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!

inform now

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!

inform now

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!

inform now
previous chapter A Multi-filter BiLSTM-CNN Architecture for Vietnamese Sentiment Analysis
next chapter Enhance Trend Extraction Results by Refining with Additional Criteria
Footnotes
Literature
1.
Pearl, J., Mackenzie, D.: The Book of Why: The New Science of Cause and Effect. Basic Books (2018)
2.
Faghihi, U., Robert, S., Poirier, P., Barkaoui, Y.: From association to reasoning, an alternative to pearl’s causal reasoning. In: Proceedings of AAAI-FLAIRS 2020. North-Miami-Beach, Florida (2020)
3.
Faghihi, U., Franklin, S.: The LIDA model as a foundational architecture for AGI. In: Wang, P., Goertzel, B. (eds.) Theoretical Foundations of Artificial General Intelligence, Atlantis Thinking Machines, vol 4, pp. 103–121. Atlantis Press, Paris. Springer (2012). https://​doi.​org/​10.​2991/​978-94-91216-62-6_​7
4.
Faghihi, U., Estey, C., McCall, R., Franklin, S.: A cognitive model fleshes out Kahneman’s fast and slow systems. Biol. Inspired Cogn. Archit. 11, 38–52 (2015)
5.
Rubin, D.B.: Estimating causal effects of treatments in randomized and nonrandomized studies. J. Educ. Psychol. 66, 688 (1974)CrossRef
6.
Rubin, D.B.: Assignment to treatment group on the basis of a covariate. J. Educ. Stat. 2, 1–26 (1977)CrossRef
7.
Rubin, D.B.: Bayesian inference for causal effects: the role of randomization. Ann. Stat. 34–58 (1978)
8.
Rubin, D.B.: Randomization analysis of experimental data: the fisher randomization test comment. J. Am. Stat. Assoc. 75, 591–593 (1980)
9.
Yager, R.R., Zadeh, L.A.: An Introduction to Fuzzy Logic Applications in Intelligent Systems. Springer, Berlin (2012)MATH
10.
Zhao, D.-M., Wang, J.-H., Wu, J., Ma, J.-F.: Using fuzzy logic and entropy theory to risk assessment of the information security. In: 2005 International Conference on Machine Learning and Cybernetics, pp. 2448–2453. IEEE (2005)
11.
Cheng, P.-C., Rohatgi, P., Keser, C., Karger, P.A., Wagner, G.M., Reninger, A.S.: Fuzzy multi-level security: an experiment on quantified risk-adaptive access control. In: 2007 IEEE Symposium on Security and Privacy (SP 2007), pp. 222–230. IEEE (2007)
12.
Robert, S., Brisson, J.: The Klein group, squares of opposition and the explanation of fallacies in reasoning. Log. Univers. 10, 377–392 (2016)MathSciNetCrossRef
Metadata
Title
Causality in Probabilistic Fuzzy Logic and Alternative Causes as Fuzzy Duals
Authors
Serge Robert
Usef Faghihi
Youssef Barkaoui
Nadia Ghazzali
Copyright Year
2020
Book
Advances in Computational Collective Intelligence

Print ISBN: 978-3-030-63118-5

Electronic ISBN: 978-3-030-63119-2

Copyright Year: 2020

DOI
https://doi.org/10.1007/978-3-030-63119-2_62

Premium Partner

    Image Credits