Fuzzy Time Series Forecasting Model Based on Automatic Clustering Techniques and Generalized Fuzzy Logical Relationship
المؤلفون المشاركون
Zhang, Ping
Wang, Yanhong
Qiu, Wang-Ren
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-8، 8ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2015-03-10
دولة النشر
مصر
عدد الصفحات
8
التخصصات الرئيسية
الملخص EN
In view of techniques for constructing high-order fuzzy time series models, there are three types which are based on advanced algorithms, computational method, and grouping the fuzzy logical relationships.
The last type of models is easy to be understood by the decision maker who does not know anything about fuzzy set theory or advanced algorithms.
To deal with forecasting problems, this paper presented novel high-order fuzz time series models denoted as GTS ( M , N ) based on generalized fuzzy logical relationships and automatic clustering.
This paper issued the concept of generalized fuzzy logical relationship and an operation for combining the generalized relationships.
Then, the procedure of the proposed model was implemented on forecasting enrollment data at the University of Alabama.
To show the considerable outperforming results, the proposed approach was also applied to forecasting the Shanghai Stock Exchange Composite Index.
Finally, the effects of parameters M and N , the number of order, and concerned principal fuzzy logical relationships, on the forecasting results were also discussed.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Qiu, Wang-Ren& Zhang, Ping& Wang, Yanhong. 2015. Fuzzy Time Series Forecasting Model Based on Automatic Clustering Techniques and Generalized Fuzzy Logical Relationship. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-8.
https://search.emarefa.net/detail/BIM-1075200
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Qiu, Wang-Ren…[et al.]. Fuzzy Time Series Forecasting Model Based on Automatic Clustering Techniques and Generalized Fuzzy Logical Relationship. Mathematical Problems in Engineering No. 2015 (2015), pp.1-8.
https://search.emarefa.net/detail/BIM-1075200
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Qiu, Wang-Ren& Zhang, Ping& Wang, Yanhong. Fuzzy Time Series Forecasting Model Based on Automatic Clustering Techniques and Generalized Fuzzy Logical Relationship. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-8.
https://search.emarefa.net/detail/BIM-1075200
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1075200
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر