Neuro-Fuzzy Kolmogorov’s Network for Time Series Prediction and Pattern Classification

2005 ◽  
pp. 191-202 ◽  
Author(s):  
Yevgeniy Bodyanskiy ◽  
Vitaliy Kolodyazhniy ◽  
Peter Otto
Keyword(s):  
Time Series ◽  
Pattern Classification ◽  
Time Series Prediction ◽  
Neuro Fuzzy

Fast evolving neuro-fuzzy model and its application in online classification and time series prediction

2011 ◽  
Vol 15 (3) ◽  
pp. 279-288 ◽  
Author(s):  
Hossein Soleimani-B. ◽  
Caro Lucas ◽  
Babak N. Araabi
Keyword(s):  
Time Series ◽  
Time Series Prediction ◽  
Fuzzy Model ◽  
Online Classification ◽  
Neuro Fuzzy

ANNEALED CHAOTIC LEARNING FOR TIME SERIES PREDICTION IN IMPROVED NEURO-FUZZY NETWORK WITH FEEDBACKS

2009 ◽  
Vol 08 (04) ◽  
pp. 429-444 ◽  
Author(s):  
CATHERINE VAIRAPPAN ◽  
SHANGCE GAO ◽  
ZHENG TANG ◽  
HIROKI TAMURA
Keyword(s):  
Time Series ◽  
Fuzzy System ◽  
Chaotic Dynamics ◽  
Time Series Prediction ◽  
Data Series ◽  
Temporal Data ◽  
Optimal Solutions ◽  
Benchmark Data ◽  
Neuro Fuzzy ◽  
Fuzzy Network

A new version of neuro-fuzzy system of feedbacks with chaotic dynamics is proposed in this work. Unlike the conventional neuro-fuzzy, improved neuro-fuzzy system with feedbacks is better able to handle temporal data series. By introducing chaotic dynamics into the feedback neuro-fuzzy system, the system has richer and more flexible dynamics to search for near-optimal solutions. In the experimental results, performance and effectiveness of the presented approach are evaluated by using benchmark data series. Comparison with other existing methods shows the proposed method for the neuro-fuzzy feedback is able to predict the time series accurately.

Batch type local search-based adaptive neuro-fuzzy inference system (ANFIS) with self-feedbacks for time-series prediction

2009 ◽  
Vol 72 (7-9) ◽  
pp. 1870-1877 ◽  
Author(s):  
Catherine Vairappan ◽  
Hiroki Tamura ◽  
Shangce Gao ◽  
Zheng Tang
Keyword(s):  
Time Series ◽  
Local Search ◽  
Fuzzy Inference System ◽  
Fuzzy Inference ◽  
Time Series Prediction ◽  
Inference System ◽  
Batch Type ◽  
Neuro Fuzzy

Time-series prediction based on pattern classification

2001 ◽  
Vol 15 (1) ◽  
pp. 61-69 ◽  
Author(s):  
Z Zeng ◽  
H Yan ◽  
A.M.N Fu
Keyword(s):  
Time Series ◽  
Pattern Classification ◽  
Time Series Prediction
Sign in / Sign up

Export Citation Format

Share Document