Research on Complex Data Mining Analysis and Pattern Recognition Based on Deep Learning

Authors

  • Jieting Lian
  • Taiying Chen

DOI:

https://doi.org/10.54097/

Keywords:

Deep Learning, Complex Data Mining, Pattern Recognition, Artificial Neural Networks

Abstract

This paper systematically investigates and discusses the application of deep learning in complex data mining analysis and pattern recognition. Firstly, it introduces the basic concepts of deep learning and commonly used models, including artificial neural networks, convolutional neural networks, and recurrent neural networks. Then, it elaborates on the application methods and techniques of deep learning in mining different types of complex data (such as images, text, time series, etc.), and explores the latest research progress in the field of pattern recognition. Furthermore, it analyzes the challenges faced by deep learning in practical applications, such as data scarcity and model generalization capabilities, and proposes future development trends and research directions. Finally, it summarizes the research content and significance of this paper, emphasizing the importance and application prospects of deep learning in the field of complex data mining and pattern recognition.

References

Afify M H ,Mohammed K K ,Hassanien E A .Insight into Automatic Image Diagnosis of Ear Conditions Based on Optimized Deep Learning Approach.[J].Annals of biomedical engineering, 2024,52(4):865-876.

Bellens S ,Guerrero P ,Janssens M , et al.Machine learning based sinogram interpolation for X-ray computed tomography validated on experimental data[J].Precision Engineering, 2024, 88:449-463.

Sumati P, Hiral R ,Sumit S , et al.A deep learning framework for students' academic performance analysis [J]. CSI Transactions on ICT, 2023, 11(4):179-191.

Yan C ,Cuirong Z .Application of deep learning model in computer data mining intrusion detection [J].Applied Mathematics and Nonlinear Sciences, 2023,8(2):2131-2140.

Airong Y ,Yong X .Cotton farming industry development and policy finance support for demand estimation in Aksu[J].Journal of Computational Methods in Sciences and Engineering, 2023,23(1):149-163.

Jalal R ,Mahnaz A ,Hamed J , et al.Systematic review of content analysis algorithms based on deep neural networks. [J]. Multimedia tools and applications, 2022, 82(12): 21-25.

Kangkang W ,Han D ,Wei W , et al.Power system transient security assessment based on multi-channel time series data mining [J].Energy Reports,2022,8(S13):843-851.

Jin Z ,Kang Z ,Gexiang Z , et al.Deep learning networks with rough-refinement optimization for food quality assessment [J]. Natural Computing, 2022,22(1):195-223.

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Published

30-04-2024

Issue

Section

Articles

How to Cite

Lian, J., & Chen, T. (2024). Research on Complex Data Mining Analysis and Pattern Recognition Based on Deep Learning. Journal of Computing and Electronic Information Management, 12(3), 37-41. https://doi.org/10.54097/

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