Academic Journal
Hybrid Generalised Additive Type-2 Fuzzy-Wavelet-Neural Network in Dynamic Data Mining
| العنوان: | Hybrid Generalised Additive Type-2 Fuzzy-Wavelet-Neural Network in Dynamic Data Mining |
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| المؤلفون: | Bodyanskiy Yevgeniy, Vynokurova Olena, Pliss Iryna, Tatarinova Yuliia |
| المصدر: | Information Technology and Management Science, Vol 18, Iss 1, Pp 70-77 (2015) |
| بيانات النشر: | RTU PRESS |
| سنة النشر: | 2015 |
| المجموعة: | Directory of Open Access Journals: DOAJ Articles |
| مصطلحات موضوعية: | Computational intelligence, evolutionary computations, fuzzy neural networks, hybrid intelligent systems, Information technology, T58.5-58.64 |
| الوصف: | In the paper, a new hybrid system of computational intelligence is proposed. This system combines the advantages of neuro-fuzzy system of Takagi-Sugeno-Kang, type-2 fuzzy logic, wavelet neural networks and generalised additive models of Hastie-Tibshirani. The proposed system has universal approximation properties and learning capability based on the experimental data sets which pertain to the neural networks and neuro-fuzzy systems; interpretability and transparency of the obtained results due to the soft computing systems and, first of all, due to type-2 fuzzy systems; possibility of effective description of local signal and process features due to the application of systems based on wavelet transform; simplicity and speed of learning process due to generalised additive models. The proposed system can be used for solving a wide class of dynamic data mining tasks, which are connected with non-stationary, nonlinear stochastic and chaotic signals. Such a system is sufficiently simple in numerical implementation and is characterised by a high speed of learning and information processing. |
| نوع الوثيقة: | article in journal/newspaper |
| اللغة: | English |
| تدمد: | 2255-9094 |
| Relation: | http://www.degruyter.com/view/j/itms.2015.18.issue-1/itms-2015-0011/itms-2015-0011.xml?format=INT; https://doaj.org/toc/2255-9094; https://doaj.org/article/a0f31e0bffc44a73aeadb10ae98bd3b3 |
| DOI: | 10.1515/itms-2015-0011 |
| الاتاحة: | https://doi.org/10.1515/itms-2015-0011 https://doaj.org/article/a0f31e0bffc44a73aeadb10ae98bd3b3 |
| رقم الانضمام: | edsbas.EAFE5D2C |
| قاعدة البيانات: | BASE |
| تدمد: | 22559094 |
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| DOI: | 10.1515/itms-2015-0011 |