کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
389376 661133 2016 22 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Fuzzy rule base ensemble generated from data by linguistic associations mining
ترجمه فارسی عنوان
مجموعه ای از قوانین فازی تولید شده از داده ها توسط انجمن های زبانی معدن
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی

As there are many various methods for time series prediction developed but none of them generally outperforms all the others, there always exists a danger of choosing a method that is inappropriate for a given time series. To overcome such a problem, distinct ensemble techniques, that combine several individual forecasts, are being proposed. In this contribution, we employ the so-called Fuzzy Rule-Based Ensemble. This method is constructed as a linear combination of a small number of forecasting methods where the weights of the combination are determined by fuzzy rule bases based on time series features such as trend, seasonality, or stationarity. For identification of fuzzy rule bases, we use the linguistic association mining. A huge experimental justification is provided.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Fuzzy Sets and Systems - Volume 285, 15 February 2016, Pages 140–161
نویسندگان
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