Advances in Machine Learning and Deep Learning Approaches for Mammographic Breast Density Measurement for Breast Cancer Risk Prediction: An Overview

2021 ◽  
pp. 125-143
Author(s):  
Shivaji D. Pawar ◽  
Kamal Kr. Sharma ◽  
Suhas G. Sapate
Keyword(s):  
Breast Cancer ◽  
Machine Learning ◽  
Deep Learning ◽  
Breast Cancer Risk ◽  
Cancer Risk ◽  
Risk Prediction ◽  
Density Measurement ◽  
Mammographic Breast Density ◽  
Learning Approaches ◽  
Breast Density Measurement

scholarly journals Semi-automated and fully automated mammographic density measurement and breast cancer risk prediction

2014 ◽  
Vol 116 (2) ◽  
pp. 105-115 ◽  
Author(s):  
Rafael Llobet ◽  
Marina Pollán ◽  
Joaquín Antón ◽  
Josefa Miranda-García ◽  
María Casals ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Breast Cancer Risk ◽  
Cancer Risk ◽  
Risk Prediction ◽  
Mammographic Density ◽  
Density Measurement

Comparison of a Deep Learning Risk Score and Standard Mammographic Density Score for Breast Cancer Risk Prediction

Radiology ◽  
2020 ◽  
Vol 294 (2) ◽  
pp. 265-272 ◽  
Author(s):  
Karin Dembrower ◽  
Yue Liu ◽  
Hossein Azizpour ◽  
Martin Eklund ◽  
Kevin Smith ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Deep Learning ◽  
Breast Cancer Risk ◽  
Cancer Risk ◽  
Risk Prediction ◽  
Mammographic Density ◽  
Risk Score ◽  
Density Score

scholarly journals Mammographic Breast Density and Common Genetic Variants in Breast Cancer Risk Prediction

PLoS ONE ◽  
2015 ◽  
Vol 10 (9) ◽  
pp. e0136650 ◽  
Author(s):  
Charmaine Pei Ling Lee ◽  
Hyungwon Choi ◽  
Khee Chee Soo ◽  
Min-Han Tan ◽  
Wen Yee Chay ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Breast Cancer Risk ◽  
Cancer Risk ◽  
Risk Prediction ◽  
Breast Density ◽  
Genetic Variants ◽  
Mammographic Breast Density ◽  
Common Genetic Variants

scholarly journals A Deep Learning Mammography-based Model for Improved Breast Cancer Risk Prediction

Radiology ◽  
2019 ◽  
Vol 292 (1) ◽  
pp. 60-66 ◽  
Author(s):  
Adam Yala ◽  
Constance Lehman ◽  
Tal Schuster ◽  
Tally Portnoi ◽  
Regina Barzilay
Keyword(s):  
Breast Cancer ◽  
Deep Learning ◽  
Breast Cancer Risk ◽  
Cancer Risk ◽  
Risk Prediction
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