Design of financial data analysis and visualization system combining fuzzy c-means and convolutional neural network
With the growing volume and complexity of financial data, traditional analysis methods struggle to address high-dimensional, uncertain, and unstructured data effectively. This study proposes a novel hybrid model that combines fuzzy C-means (FCM) clustering with convolutional neural networks (CNN) to...
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| Format: | Article |
| Language: | English |
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Elsevier
2025-12-01
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| Series: | Systems and Soft Computing |
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S2772941925001279 |
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| _version_ | 1849690013283909632 |
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| author | Tianxia Li |
| author_facet | Tianxia Li |
| author_sort | Tianxia Li |
| collection | DOAJ |
| description | With the growing volume and complexity of financial data, traditional analysis methods struggle to address high-dimensional, uncertain, and unstructured data effectively. This study proposes a novel hybrid model that combines fuzzy C-means (FCM) clustering with convolutional neural networks (CNN) to improve financial data analysis and prediction. FCM handles uncertainty through soft clustering, while CNN enables automatic deep feature extraction. The proposed system integrates data preprocessing, prediction, and visualization to support intelligent decision-making. Experimental results across multiple datasets show that the model outperforms traditional methods in terms of accuracy and stability. This work contributes a scalable, interpretable, and data-driven framework for financial analytics. |
| format | Article |
| id | doaj-art-24d5bd76e8d6499483c1fab479de17bb |
| institution | DOAJ |
| issn | 2772-9419 |
| language | English |
| publishDate | 2025-12-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Systems and Soft Computing |
| spelling | doaj-art-24d5bd76e8d6499483c1fab479de17bb2025-08-20T03:21:27ZengElsevierSystems and Soft Computing2772-94192025-12-01720030910.1016/j.sasc.2025.200309Design of financial data analysis and visualization system combining fuzzy c-means and convolutional neural networkTianxia Li0Sichuan Vocational and Technical College of Communications, Chengdu 611130, Sichuan, PR ChinaWith the growing volume and complexity of financial data, traditional analysis methods struggle to address high-dimensional, uncertain, and unstructured data effectively. This study proposes a novel hybrid model that combines fuzzy C-means (FCM) clustering with convolutional neural networks (CNN) to improve financial data analysis and prediction. FCM handles uncertainty through soft clustering, while CNN enables automatic deep feature extraction. The proposed system integrates data preprocessing, prediction, and visualization to support intelligent decision-making. Experimental results across multiple datasets show that the model outperforms traditional methods in terms of accuracy and stability. This work contributes a scalable, interpretable, and data-driven framework for financial analytics.http://www.sciencedirect.com/science/article/pii/S2772941925001279Financial data analysisFuzzy C-meansConvolutional neural networkPrediction modelData mining |
| spellingShingle | Tianxia Li Design of financial data analysis and visualization system combining fuzzy c-means and convolutional neural network Systems and Soft Computing Financial data analysis Fuzzy C-means Convolutional neural network Prediction model Data mining |
| title | Design of financial data analysis and visualization system combining fuzzy c-means and convolutional neural network |
| title_full | Design of financial data analysis and visualization system combining fuzzy c-means and convolutional neural network |
| title_fullStr | Design of financial data analysis and visualization system combining fuzzy c-means and convolutional neural network |
| title_full_unstemmed | Design of financial data analysis and visualization system combining fuzzy c-means and convolutional neural network |
| title_short | Design of financial data analysis and visualization system combining fuzzy c-means and convolutional neural network |
| title_sort | design of financial data analysis and visualization system combining fuzzy c means and convolutional neural network |
| topic | Financial data analysis Fuzzy C-means Convolutional neural network Prediction model Data mining |
| url | http://www.sciencedirect.com/science/article/pii/S2772941925001279 |
| work_keys_str_mv | AT tianxiali designoffinancialdataanalysisandvisualizationsystemcombiningfuzzycmeansandconvolutionalneuralnetwork |