Name
Title | ||
|---|---|---|
A High Precision Prediction Method by Using Combination of ELMAN and SOM Neural Networks |
Abstract | ||
|---|---|---|
This paper presents a combination of ELMAN and SOM neural networks in order to enhance the prediction precision. A new method of training and predicting of samples is developed. In this method, the training and predicting are divided into two steps, clustering at first and then training and predicting the samples at the clustered areas. As examples, this method is applied to weather broadcasting and disaster prediction. Simulation results show that this method can enhance the ability of local generalization of the network. The prediction precision of combined network presented in this paper is higher than that with normal BP network or just one of ELMAN or SOM network. |
Year | DOI | Venue |
|---|---|---|
2004 | 10.1007/978-3-540-28648-6_150 | ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 2 |
Keywords | Field | DocType |
neural network | Broadcasting,Pattern recognition,Computer science,Artificial intelligence,Artificial neural network,Cluster analysis,Machine learning | Conference |
Volume | ISSN | Citations |
3174 | 0302-9743 | 1 |
PageRank | References | Authors |
0.42 | 2 | 2 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Jie Wang | 1 | 271 | 53.08 |
| Dongwei Yan | 2 | 1 | 0.42 |