Deep learning with ensemble classification method for sensor sampling decisions

2016 ◽  
Author(s):  
Sirine Taleb ◽  
Ahmad Al Sallab ◽  
Hazem Hajj ◽  
Zaher Dawy ◽  
Rahul Khanna ◽  
...  
Keyword(s):  
Deep Learning ◽  
Ensemble Classification ◽  
Classification Method

A High Performance Deep Learning Load Classification Method for the Massive Class Imbalanced Load Data

2021 ◽  
Author(s):  
Wenfeng Li ◽  
Yuewu Yang ◽  
Liwei Zhang ◽  
Xiaochen Xu ◽  
Haobo Ma ◽  
...  
Keyword(s):  
Deep Learning ◽  
High Performance ◽  
Classification Method

Background classification method based on deep learning for intelligent automotive radar target detection

2019 ◽  
Vol 94 ◽  
pp. 524-535 ◽  
Author(s):  
Ningbo Liu ◽  
Yanan Xu ◽  
Yonghua Tian ◽  
Hongwei Ma ◽  
Shuliang Wen
Keyword(s):  
Deep Learning ◽  
Target Detection ◽  
Classification Method ◽  
Radar Target ◽  
Automotive Radar

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.

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