Soft computing in case based reasoning
Soft computing in case based reasoning
Adaptation of cases for case based forecasting with neural network support
Soft computing in case based reasoning
EWCBR '93 Selected papers from the First European Workshop on Topics in Case-Based Reasoning
Case-Based Reasoning for Cash-Flow Forecasting using Fuzzy Retrieval
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
Probabilistic Indexing for Case-Based Prediction
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
Extracting Interpretable Fuzzy Rules from RBF Networks
Neural Processing Letters
Similarity measures in fuzzy rule base simplification
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Discovering relevance knowledge in data: a growing cell structuresapproach
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Applied Artificial Intelligence
Spatial Event Prediction by Combining Value Function Approximation and Case-Based Reasoning
ICCBR '09 Proceedings of the 8th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Application of a hybrid case-based reasoning approach in electroplating industry
Expert Systems with Applications: An International Journal
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A hybrid neuro-symbolic problem solving model is presented in which the aim is to forecast parameters of a complex and dynamic environment in an unsupervised way. In situations in which the rules that determine a system are unknown, the prediction of the parameter values that determine the characteristic behaviour of the system can be a problematic task. The proposed system employs a case-based reasoning model that incorporates a growing cell structures network, a radial basis function network and a set of Sugeno fuzzy models to provide an accurate prediction. Each of these techniques is used in a different stage of the reasoning cycle of the case-based reasoning system to retrieve, to adapt and to review the proposed solution to the problem. This system has been used to predict the red tides that appear in the coastal waters of the north west of the Iberian Peninsula. The results obtained from those experiments are presented.