A Multiple Model Approach to Time-Series Prediction Using an Online Sequential Learning Algorithm

2019 ◽  
Vol 49 (5) ◽  
pp. 976-990 ◽  
Author(s):  
Koshy George ◽  
Prabhanjan Mutalik
Keyword(s):  
Time Series ◽  
Learning Algorithm ◽  
Time Series Prediction ◽  
Sequential Learning ◽  
Multiple Model ◽  
Online Sequential Learning ◽  
Model Approach

A Sequential Learning Scheme for Function Approximation Using Minimal Radial Basis Function Neural Networks

1997 ◽  
Vol 9 (2) ◽  
pp. 461-478 ◽  
Author(s):  
Lu Yingwei ◽  
N. Sundararajan ◽  
P. Saratchandran
Keyword(s):  
Time Series ◽  
Radial Basis Function ◽  
Basis Function ◽  
Function Approximation ◽  
Learning Algorithm ◽  
Time Series Prediction ◽  
Sequential Learning ◽  
Benchmark Problems ◽  
Relative Contribution ◽  
Radial Basis

This article presents a sequential learning algorithm for function approximation and time-series prediction using a minimal radial basis function neural network (RBFNN). The algorithm combines the growth criterion of the resource-allocating network (RAN) of Platt (1991) with a pruning strategy based on the relative contribution of each hidden unit to the overall network output. The resulting network leads toward a minimal topology for the RBFNN. The performance of the algorithm is compared with RAN and the enhanced RAN algorithm of Kadirkamanathan and Niranjan (1993) for the following benchmark problems: (1) hearta from the benchmark problems database PROBEN1, (2) Hermite polynomial, and (3) Mackey-Glass chaotic time series. For these problems, the proposed algorithm is shown to realize RBFNNs with far fewer hidden neurons with better or same accuracy.

Time series prediction model for sequential learning

2007 ◽  
Vol 90 (12) ◽  
pp. 129-139
Author(s):  
Manabu Gouko ◽  
Yoshihiro Sugaya ◽  
Hirotomo Aso
Keyword(s):  
Time Series ◽  
Prediction Model ◽  
Time Series Prediction ◽  
Sequential Learning

A Fast and Accurate Online Sequential Learning Algorithm for Feedforward Networks

2006 ◽  
Vol 17 (6) ◽  
pp. 1411-1423 ◽  
Author(s):  
Nan-Ying Liang ◽  
Guang-Bin Huang ◽  
P. Saratchandran ◽  
N. Sundararajan
Keyword(s):  
Learning Algorithm ◽  
Sequential Learning ◽  
Feedforward Networks ◽  
Online Sequential Learning
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