کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
495434 862826 2014 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
The generation of qualitative descriptions of multivariate time series using fuzzy logic
ترجمه فارسی عنوان
تولید توصیف کیفی سری های چند متغیره با استفاده از منطق فازی
کلمات کلیدی
توصیف کیفی داده ها، سری زمانی چند متغیره، بدست آوردن دانش زمانی، نمایندگی دانش
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزارهای علوم کامپیوتر
چکیده انگلیسی


• An approach to generating qualitative descriptions of multivariate time series using the “Temporal Fuzzy Model” as an intermediate representation is presented.
• We present a formal description of the temporal fuzzy models, the induction and inference algorithms associated with them, and a process that acquires text from them.
• We present a set of experiments in order to establish a measure of how valid a representation is the model of the multivariate system, and also a second set of experiments that validate the qualitative description process.

An approach to generating qualitative descriptions of multivariate time series using the ‘Temporal Fuzzy Model’ as an intermediate representation is presented. This model, based on fuzzy logic, allows of representing in a linguistic way, the information contained in multivariate time series. The extraction of qualitative descriptions can then be carried out directly. We present a formal description of the temporal fuzzy models, the induction and inference algorithms associated with them, and a process that acquires text from them. Finally, we present a set of experiments in order to establish a measure of how valid a representation is the model of the multivariate system, and also a second set of experiments that validate the qualitative description process.

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ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Applied Soft Computing - Volume 23, October 2014, Pages 546–555
نویسندگان
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