Backward Fuzzy Rule Interpolation

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Achat E-Book : Backward Fuzzy Rule Interpolation - Qiang Shen - Jun Peng - Shangzhu Jin
This book chiefly presents a novel approach referred to as backward fuzzy rule interpolation and extrapolation (BFRI). BFRI allows observations that directly relate to the conclusion to be inferred or interpolated from other antecedents and conclusions. Based on the scale and move transformation interpolation, this approach supports both interpolation and extrapolation, which involve multiple hierarchical intertwined fuzzy rules, each with multiple antecedents. As such, it offers a means of broadening the applications of fuzzy rule interpolation and fuzzy inference. The book deals with the general situation, in which there may be more than one antecedent value missing for a given problem. Two techniques, termed the parametric approach and feedback approach, are proposed in an attempt to perform backward interpolation with multiple missing antecedent values. In addition, to further enhance the versatility and potential of BFRI, the backward fuzzy interpolation method is extended to support a-cut based interpolation by employing a fuzzy interpolation mechanism for multi-dimensional input spaces (IMUL). Finally, from an integrated application analysis perspective, experimental studies based upon a real-world scenario of terrorism risk assessment are provided in order to demonstrate the potential and efficacy of the hierarchical fuzzy rule interpolation methodology. 

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Backward Fuzzy Rule Interpolation

Backward Fuzzy Rule Interpolation

Qiang Shen

Jun Peng

Shangzhu Jin

Caractéristiques du produit :
E-Book
Référence : 9789811316548
Sortie le : 12/08/2018
Editeur : SPRINGER
Format : EPUB
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- Qiang Shen  - Jun Peng  - Shangzhu Jin
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Backward Fuzzy Rule Interpolation