Classification of Metastatic and Non-Metastatic Thoracic Lymph Nodes in Lung Cancer Patients Based on Dielectric Properties Using Adaptive Probabilistic Neural Networks

Classification of Metastatic and Non-Metastatic Thoracic Lymph Nodes in Lung Cancer Patients Based on Dielectric Properties Using Adaptive Probabilistic Neural Networks

ObjectiveDielectric properties can be used in normal and malignant tissue identification, which requires an effective classifier because of the high throughput nature of the data. With easy training and fast convergence, probabilistic neural networks (PNNs) are widely applied in pattern classificati...

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Bibliographic Details
Main Authors: Di Lu, Hongfeng Yu, Zhizhi Wang, Zhiming Chen, Jiayang Fan, Xiguang Liu, Jianxue Zhai, Hua Wu, Xuefei Yu, Kaican Cai
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-03-01
Series:Frontiers in Oncology
Subjects:
dielectric properties
thoracic lymph nodes
simulated annealing algorithm
probabilistic neural network
metastatic
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2021.640804/full

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