An Ensemble Classification Method Based on Graph Label Propagation in Clusters

2015 ◽  
Vol 12 (9) ◽  
pp. 3455-3463 ◽  
Author(s):  
Xinyu Pan
Keyword(s):  
Label Propagation ◽  
Ensemble Classification ◽  
Classification Method ◽  
Graph Label

scholarly journals A Selective Ensemble Classification Method Combining Mammography Images with Ultrasound Images for Breast Cancer Diagnosis

2017 ◽  
Vol 2017 ◽  
pp. 1-7 ◽  
Author(s):  
Jinyu Cong ◽  
Benzheng Wei ◽  
Yunlong He ◽  
Yilong Yin ◽  
Yuanjie Zheng
Keyword(s):  
Breast Cancer ◽  
Early Detection ◽  
Cancer Diagnosis ◽  
Breast Cancer Diagnosis ◽  
Ensemble Classification ◽  
Classification Method ◽  
Ultrasound Images ◽  
Selective Ensemble ◽  
Detection And Diagnosis ◽  
Early Detection And Diagnosis

Breast cancer has been one of the main diseases that threatens women’s life. Early detection and diagnosis of breast cancer play an important role in reducing mortality of breast cancer. In this paper, we propose a selective ensemble method integrated with the KNN, SVM, and Naive Bayes to diagnose the breast cancer combining ultrasound images with mammography images. Our experimental results have shown that the selective classification method with an accuracy of 88.73% and sensitivity of 97.06% is efficient for breast cancer diagnosis. And indicator R presents a new way to choose the base classifier for ensemble learning.

scholarly journals Collective classification method based on label propagation for fraud detection

2020 ◽  
Vol 37 (5) ◽  
pp. 482-489
Author(s):  
Pengya ZHAO ◽  
Xiangling FU ◽  
Weiqiang WU ◽  
Da LI ◽  
Songfeng GAO
Keyword(s):  
Fraud Detection ◽  
Label Propagation ◽  
Classification Method ◽  
Collective Classification

Context-Aware Graph Label Propagation Network for Saliency Detection

2020 ◽  
Vol 29 ◽  
pp. 8177-8186
Author(s):  
Wei Ji ◽  
Xi Li ◽  
Lina Wei ◽  
Fei Wu ◽  
Yueting Zhuang
Keyword(s):  
Saliency Detection ◽  
Label Propagation ◽  
Context Aware ◽  
Propagation Network ◽  
Graph Label
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