Causal Modeling with Feedback Fuzzy Cognitive Maps

Fuzzy cognitive maps model feedback causal relations. We describe FCMs, combined FCMs from multiple experts, and relationships to other dynamic methods. We illustrate the for two social-scientific problems.

[1]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[2]  Bart Kosko,et al.  Fuzzy Cognitive Maps , 1986, Int. J. Man Mach. Stud..

[3]  Bart Kosko,et al.  Fuzzy knowledge combination , 1986, Int. J. Intell. Syst..

[4]  Bart Kosko,et al.  Hidden patterns in combined and adaptive knowledge networks , 1988, Int. J. Approx. Reason..

[5]  Bart Kosko,et al.  Unsupervised learning in noise , 1990, International 1989 Joint Conference on Neural Networks.

[6]  Rod Taber,et al.  Knowledge processing with Fuzzy Cognitive Maps , 1991 .

[7]  Michael Luby,et al.  Approximating Probabilistic Inference in Bayesian Belief Networks is NP-Hard , 1993, Artif. Intell..

[8]  Bart Kosko,et al.  Virtual Worlds as Fuzzy Cognitive Maps , 1994, Presence: Teleoperators & Virtual Environments.

[9]  John D. Sterman,et al.  System Dynamics: Systems Thinking and Modeling for a Complex World , 2002 .

[10]  W. Freeman,et al.  Generalized Belief Propagation , 2000, NIPS.

[11]  Stuart J. Russell,et al.  Dynamic bayesian networks: representation, inference and learning , 2002 .

[12]  R. Schwartz.  T cell anergy. , 1993, Scientific American.

[13]  Matthew J. Beal,et al.  The variational Bayesian EM algorithm for incomplete data: with application to scoring graphical model structures , 2003 .

[14]  Nir Friedman,et al.  Being Bayesian About Network Structure. A Bayesian Approach to Structure Discovery in Bayesian Networks , 2004, Machine Learning.

[15]  D. Rubin.  Causal Inference Using Potential Outcomes , 2005 .

[16]  Matthew J. Beal,et al.  Variational Bayesian learning of directed graphical models with hidden variables , 2006 .

[17]  Rod Taber,et al.  Quantization effects on the equilibrium behavior of combined fuzzy cognitive maps , 2007, Int. J. Intell. Syst..

[18]  Voula C. Georgopoulos,et al.  Fuzzy cognitive map architectures for medical decision support systems , 2008, Appl. Soft Comput..

[19]  H. Vincent Poor,et al.  Aggregating Probabilistic Forecasts from Incoherent and Abstaining Experts , 2008, Decis. Anal..

[20]  B. Kosko.  Differential Hebbian learning , 2008 .

[21]  Michael I. Jordan,et al.  Graphical Models, Exponential Families, and Variational Inference , 2008, Found. Trends Mach. Learn..

[22]  Lirong Xia,et al.  On a generalization of triangulated graphs for domains decomposition of CSPs , 2009, IJCAI.

[23]  Lotfi A. Zadeh,et al.  Fuzzy Logic , 2009, Encyclopedia of Complexity and Systems Science.

[24]  Michael Glykas,et al.  Fuzzy Cognitive Maps , 2010 .

[25]  Osonde Osoba,et al.  Bayesian Inference With Adaptive Fuzzy Priors and Likelihoods , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[26]  Ariel D. Procaccia,et al.  When Do Noisy Votes Reveal the Truth? , 2016, EC.

[27]  Jose L. Salmeron,et al.  A Review of Fuzzy Cognitive Maps Research During the Last Decade , 2013, IEEE Transactions on Fuzzy Systems.

[28]  G. Allison.  The Thucydides Trap , 2014 .

[29]  Paul K. Davis,et al.  Using causal models in heterogeneous information fusion to detect terrorists , 2015, 2015 Winter Simulation Conference (WSC).

[30]  D. Rubin,et al.  Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction , 2016 .

[31]  Paul K. Davis,et al.  Causal Models and Exploratory Analysis in Heterogeneous Information Fusion for Detecting Potential Terrorists , 2015 .

[32]  Abdollah Amirkhani,et al.  A review of fuzzy cognitive maps in medicine: Taxonomy, methods, and applications , 2017, Comput. Methods Programs Biomed..

[33]  Osonde Osoba,et al.  Fuzzy cognitive maps of public support for insurgency and terrorism , 2017 .

[34]  G. Ziv,et al.  The potential impact of Brexit on the energy, water and food nexus in the UK: A fuzzy cognitive mapping approach , 2018 .

[35]  Kamran Shafi,et al.  Learning Structures of Conceptual Models from Observed Dynamics Using Evolutionary Echo State Networks , 2018, J. Artif. Intell. Soft Comput. Res..