Breast cancer detection by leveraging Machine Learning

被引:37
|
作者
Vaka, Anji Reddy [1 ]
Soni, Badal [1 ]
Reddy, Sudheer K.
机构
[1] Natl Inst Technol, Dept CSE, Silchar, India
来源
ICT EXPRESS | 2020年 / 6卷 / 04期
关键词
Machine Learning; Classification; Breast cancer; Deep learning;
D O I
10.1016/j.icte.2020.04.009
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
India has witnessed 30% of the cases of breast cancer during the last few years and it is likely to increase. Breast cancer in India accounts that one woman is diagnosed every two minutes and every nine minutes, one woman dies. Early detection and diagnosis can save the lives of cancer patients. This paper presents a novel method to detect breast cancer by employing techniques of Machine Learning. The authors carried out an experimental analysis on a dataset to evaluate the performance. The proposed method has produced highly accurate and efficient results when compared to the existing methods. (C) 2020 The Korean Institute of Communications and Information Sciences (KICS). Publishing services by Elsevier B.V.
引用
收藏
页码:320 / 324
页数:5
相关论文
共 50 条
  • [21] Classical vs. Quantum Machine Learning for Breast Cancer Detection
    DIaz-Santos, Sonia
    Escanez-Exposito, Daniel
    2023 19TH INTERNATIONAL CONFERENCE ON THE DESIGN OF RELIABLE COMMUNICATION NETWORKS, DRCN, 2023,
  • [22] An Efficient Breast Cancer Detection Using Machine Learning Classification Models
    Kumar, B. N. Ravi
    Gowda, Naveen Chandra
    Ambika, B. J.
    Veena, H. N.
    Ben Sujitha, B.
    Ramani, D. Roja
    INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2024, 20 (13) : 24 - 40
  • [23] Comparative analysis of breast cancer detection using machine learning and biosensors
    Amethiya, Yash
    Pipariya, Prince
    Patel, Shlok
    Shah, Manan
    INTELLIGENT MEDICINE, 2022, 2 (02): : 69 - 81
  • [24] Optimized Machine Learning Techniques for Precise Breast Cancer Detection in Mammograms
    Puttegowda Kiran
    V. Veeraprathap
    U. Rajashekhar
    Mathapati Mahantesh
    K. V. Sudheesh
    Kumara Bharath
    K. Prabhavathi
    SN Computer Science, 6 (4)
  • [25] Utilizing Machine Learning Techniques to Investigate Mammograms for Breast Cancer Detection
    Esfahani, Parsa Riazi
    Maalouf, Maya M.
    Reddy, Akshay J.
    Chawla, Prashant
    CANCER RESEARCH, 2024, 84 (03)
  • [26] A comparative survey of Machine Learning classification Algorithms for Breast Cancer Detection
    Kaklamanis, Markos Marios
    Filippakis, Michael E.
    PROCEEDINGS OF THE 23RD PAN-HELLENIC CONFERENCE OF INFORMATICS (PCI 2019), 2019, : 97 - 103
  • [27] An efficient ensemble-based Machine Learning for breast cancer detection
    Kapila, Ramdas
    Saleti, Sumalatha
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2023, 86
  • [28] Machine learning methods with salivary metabolomics for breast cancer detection.
    Murata, Takeshi
    Yanagisawa, Takako
    Kurihara, Toshiaki
    Kaneko, Miku
    Ota, Sana
    Enomoto, Ayame
    Tomita, Masaru
    Sugimoto, Masahiro
    Sunamura, Makoto
    Hayashida, Tetsu
    Kitagawa, Yuko
    Jinno, Hiromitsu
    JOURNAL OF CLINICAL ONCOLOGY, 2019, 37 (15)
  • [29] Big DataAnalytics for Early Detection of Breast Cancer Based on Machine Learning
    Ivanova, Desislava
    PROCEEDINGS OF THE 43RD INTERNATIONAL CONFERENCE APPLICATIONS OF MATHEMATICS IN ENGINEERING AND ECONOMICS (AMEE'17), 2017, 1910
  • [30] Breast cancer detection in thermal images using extreme learning machine
    Abo El-Soud, Mohammed W.
    Eltoukhy, Mohamed Meselhy
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (03) : 2673 - 2681