Breast Cancer Prediction Using Machine Learning

Authors

  • Gaurav Singh  Department of Computer Science and Engineering, IMS Engineering College, Ghaziabad, Uttar Pradesh, India

DOI:

https://doi.org/10.32628/CSEIT206457

Keywords:

Breast Cancer, Machine Learning, Classification, Accuracy, Precision, k Nearest Neighbors.

Abstract

Breast cancer may be a prevalent explanation for death, and it's the sole sort of cancer that's widespread among women worldwide. The prime objective of this paper creates the model for predicting breast cancer using various machine learning classification algorithms like k Nearest Neighbor (kNN), Support Vector Machine (SVM), Logistic Regression (LR), and Gaussian Naive Bayes (NB). And furthermore, assess and compare the performance of the varied classifiers as far as accuracy, precision, recall, f1-Score, and Jaccard index. The breast cancer dataset is publicly available on the UCI Machine Learning Repository and therefore the implementation phase dataset is going to be partitioned as 80% for the training phase and 20% for the testing phase then apply the machine learning algorithms. k Nearest Neighbors achieved a significant performance in respect of all parameters.

References

  1. WHO – Breast Cancer https://www.who.int/cancer/
  2. Dr. WIlliam H. Wolberg (physician) University of Wisconsin Hospitals Madison, Wisconsin, USA http://archive.ics.uci.edu/ml/datasets.php
  3. Benbrahim H., Hachimi H., Amine A. (2020) Springer, Comparative Study of Machine Learning Algorithms Using the Breast Cancer Dataset.
  4. Deepika Verma and Nidhi Mishra,"Comparative analysis of breast cancer and hypothyroid dataset using data mining classification techniques" 2017 IEEE International Conference on Power, Control, Signals and Instrumentation Engineering (ICPCSI).
  5. Mariam Amrane, Saliha Oukid, Ikram Gagaoua and Tolga Ensari, "Breast cancer classification using machine learning"2018 Electric Electronics, Computer Science, Biomedical Engineerings, Meeting (EBBT).
  6. Aruna S, Rajagopalan S and Nandakishore L, "Knowledge based analysis of various statistical tools in detecting breast cancer"2011 Computer Science Information Technology.
  7. Chaurasia V and Pal S,"Data mining techniques: To predict and resolve breast cancer survivability" Int. J.Computer Science 2014.

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Published

2020-08-30

Issue

Section

Research Articles

How to Cite

[1]
Gaurav Singh, " Breast Cancer Prediction Using Machine Learning" International Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 6, Issue 4, pp.278-284, July-August-2020. Available at doi : https://doi.org/10.32628/CSEIT206457