Hidden patterns in combined and adaptive knowledge networks
International Journal of Approximate Reasoning
Machine Learning
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
Ensemble learning via negative correlation
Neural Networks
Ensembling neural networks: many could be better than all
Artificial Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Ensemble Learning for Data Mining
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
A Comparison of Several Ensemble Methods for Text Categorization
SCC '04 Proceedings of the 2004 IEEE International Conference on Services Computing
A weight adaptation method for fuzzy cognitive map learning
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Brain tumor characterization using the soft computing technique of fuzzy cognitive maps
Applied Soft Computing
A local boosting algorithm for solving classification problems
Computational Statistics & Data Analysis
Expert Systems with Applications: An International Journal
A fuzzy cognitive map approach for effect-based operations: An illustrative case
Information Sciences: an International Journal
A Learning Algorithm of Fuzzy Cognitive Map in Document Classification
FSKD '08 Proceedings of the 2008 Fifth International Conference on Fuzzy Systems and Knowledge Discovery - Volume 01
Ensemble Learning of Regional Classifiers
ICTAI '08 Proceedings of the 2008 20th IEEE International Conference on Tools with Artificial Intelligence - Volume 01
Protein Contact Map Prediction Based on an Ensemble Learning Method
ICCET '09 Proceedings of the 2009 International Conference on Computer Engineering and Technology - Volume 02
BIBE '09 Proceedings of the 2009 Ninth IEEE International Conference on Bioinformatics and Bioengineering
Game-based learning model using fuzzy cognitive map
MTDL '09 Proceedings of the first ACM international workshop on Multimedia technologies for distance learning
A new hybrid method using evolutionary algorithms to train Fuzzy Cognitive Maps
Applied Soft Computing
Mining temporal medical data using adaptive fuzzy cognitive maps
HSI'09 Proceedings of the 2nd conference on Human System Interactions
Genetic learning of fuzzy cognitive maps
Fuzzy Sets and Systems
A divide and conquer method for learning large Fuzzy Cognitive Maps
Fuzzy Sets and Systems
Expert Systems with Applications: An International Journal
Fuzzy Cognitive Maps: Advances in Theory, Methodologies, Tools and Applications
Fuzzy Cognitive Maps: Advances in Theory, Methodologies, Tools and Applications
Medical diagnosis with C4.5 rule preceded by artificial neural network ensemble
IEEE Transactions on Information Technology in Biomedicine
Modeling uncertainty in clinical diagnosis using fuzzy logic
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Modeling complex systems using fuzzy cognitive maps
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Lung cancer cell identification based on artificial neural network ensembles
Artificial Intelligence in Medicine
A fuzzy cognitive map approach to differential diagnosis of specific language impairment
Artificial Intelligence in Medicine
On causal inference in fuzzy cognitive maps
IEEE Transactions on Fuzzy Systems
Numerical and Linguistic Prediction of Time Series With the Use of Fuzzy Cognitive Maps
IEEE Transactions on Fuzzy Systems
An Extension to Fuzzy Cognitive Maps for Classification and Prediction
IEEE Transactions on Fuzzy Systems
Ensemble-based discriminant learning with boosting for face recognition
IEEE Transactions on Neural Networks
Learning Algorithms for Fuzzy Cognitive Maps—A Review Study
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Intelligent Decision Technologies
RuleML representation and simulation of Fuzzy Cognitive Maps
Expert Systems with Applications: An International Journal
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Fuzzy cognitive maps have gained considerable research interest and widely used to analyze complex systems and making decisions. Recently they have been found large applicability in diverse domains for decision support and classification tasks. A new learning paradigm for FCMs is proposed in this research work, inheriting the main aspects of ensemble based learning approaches, such as bagging and boosting. FCM ensemble learning is an approach where the model is trained using non linear Hebbian learning (NHL) algorithm and further its performance is enhanced using ensemble techniques. This work is inspired from the neural networks ensembles and it is used to learn the FCMs ensembles produced by the already known and efficient data driven NHL algorithm. The new proposed approach of FCM ensembles is applied to identification of Autism and the results are compared with those produced by data driven NHL algorithm alone for FCM training. Experimental results demonstrate that the proposed FCM ensemble algorithm works better than the NHL-based approach alone with respect to accuracy for learning FCM.