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Prediction of Short-Term Stock Price Trend Based on Multiview RBF Neural Network
Stock price prediction is important in both financial and commercial domains, and using neural networks to forecast stock prices has been a topic of ongoing research and development. Traditional prediction models are often based on a single type of data and do not account for the interplay of many v...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8645385/ https://www.ncbi.nlm.nih.gov/pubmed/34876898 http://dx.doi.org/10.1155/2021/8495288 |
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author | Lv, Bailin Jiang, Yizhang |
author_facet | Lv, Bailin Jiang, Yizhang |
author_sort | Lv, Bailin |
collection | PubMed |
description | Stock price prediction is important in both financial and commercial domains, and using neural networks to forecast stock prices has been a topic of ongoing research and development. Traditional prediction models are often based on a single type of data and do not account for the interplay of many variables. This study covers a radial basis neural network modeling technique with multiview collaborative learning capabilities for incorporating the impacts of numerous elements into the prediction model. This research offers a multiview RBF neural network prediction model based on the classic RBF network by integrating a collaborative learning item with multiview learning capabilities (MV-RBF). MV-RBF can make full use of both the internal information provided by the correlation between each view and the distinct characteristics of each view to form independent sample information. By using two separate stock qualities as input feature information for trials, this study proves the viability of the multiview RBF neural network prediction model on a real data set. |
format | Online Article Text |
id | pubmed-8645385 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-86453852021-12-06 Prediction of Short-Term Stock Price Trend Based on Multiview RBF Neural Network Lv, Bailin Jiang, Yizhang Comput Intell Neurosci Research Article Stock price prediction is important in both financial and commercial domains, and using neural networks to forecast stock prices has been a topic of ongoing research and development. Traditional prediction models are often based on a single type of data and do not account for the interplay of many variables. This study covers a radial basis neural network modeling technique with multiview collaborative learning capabilities for incorporating the impacts of numerous elements into the prediction model. This research offers a multiview RBF neural network prediction model based on the classic RBF network by integrating a collaborative learning item with multiview learning capabilities (MV-RBF). MV-RBF can make full use of both the internal information provided by the correlation between each view and the distinct characteristics of each view to form independent sample information. By using two separate stock qualities as input feature information for trials, this study proves the viability of the multiview RBF neural network prediction model on a real data set. Hindawi 2021-11-28 /pmc/articles/PMC8645385/ /pubmed/34876898 http://dx.doi.org/10.1155/2021/8495288 Text en Copyright © 2021 Bailin Lv and Yizhang Jiang. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Lv, Bailin Jiang, Yizhang Prediction of Short-Term Stock Price Trend Based on Multiview RBF Neural Network |
title | Prediction of Short-Term Stock Price Trend Based on Multiview RBF Neural Network |
title_full | Prediction of Short-Term Stock Price Trend Based on Multiview RBF Neural Network |
title_fullStr | Prediction of Short-Term Stock Price Trend Based on Multiview RBF Neural Network |
title_full_unstemmed | Prediction of Short-Term Stock Price Trend Based on Multiview RBF Neural Network |
title_short | Prediction of Short-Term Stock Price Trend Based on Multiview RBF Neural Network |
title_sort | prediction of short-term stock price trend based on multiview rbf neural network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8645385/ https://www.ncbi.nlm.nih.gov/pubmed/34876898 http://dx.doi.org/10.1155/2021/8495288 |
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