Short-term forecasting of time series is an important research topic, which involves data characteristic capture and intelligent reasoning. For this topic, the Gaussian polynomial fuzzy information granule with interp...
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Short-term forecasting of time series is an important research topic, which involves data characteristic capture and intelligent reasoning. For this topic, the Gaussian polynomial fuzzy information granule with interpretability is granulated on data, enabling the extraction of data trend characteristic, besides, the associate characteristic within the data is captured through building fuzzy association rule. Building upon the data characteristics captured in fuzzy information granule and fuzzy association rule, an intelligent reasoning algorithm called the fuzzy information granule based alpha-triple i algorithmis proposed, where the membership degree of data to granule is considered in reasoning, and next the accurate level of deviation from data to granule can be inferenced. Based on the excavated data characteristics and a rational inference, a short-term forecasting model is established. its superiority in terms of accuracy and reliability when compared to 7 other models in real time series has been tested. Notably, the prediction of the novel model is accurate because the function of FAR is identified from FAR's truth degree, which means the validity degree of prediction. The application of the proposed model for short-term forecasting holds a potential impact across various fields.
The theory of Tripe ialgorithm with totally inference rules for implication operator R-0 is further discussed;And based on the theory of sustained degree together with the formulas of alpha - triplei MP and alpha - ...
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ISBN:
(纸本)7312012035
The theory of Tripe ialgorithm with totally inference rules for implication operator R-0 is further discussed;And based on the theory of sustained degree together with the formulas of alpha - triplei MP and alpha - triplei MT of the algorithmin the literature [1], we propose the theory of restricted degree of tripleialgorithm, analysis its the properties and obtain general formulas of supremum of alpha - triplei MP and infimum of alpha - triplei MT.
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