Application of Fractional Fourier Transform and BP Neural Network in Prediction of Tumor Benignity and Malignancy

Application of Fractional Fourier Transform and BP Neural Network in Prediction of Tumor Benignity and Malignancy

To address the limitations of traditional tumor diagnostic methods in image feature extraction and model generalization, this study innovatively proposes a synergistic diagnostic model that integrates fractional Fourier transform (FrFT) and error back-propagation (BP) neural networks. The model leve...

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Bibliographic Details
Main Authors: Xuanyu Liu, Nan Gao, Shuoran He, Lizhen Wang
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Fractal and Fractional
Subjects:
tumor diagnosis
fractional calculus
fractal feature
fractional Fourier transform
BP neural network
Online Access:https://www.mdpi.com/2504-3110/9/5/267
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