Breast-Cancer-Prediction
Trying to predict whether the cancer is benign or malignant using REGRESSION MODELS in Python.
Team Members
NAME | ROLL-NUMBER |
---|---|
AKARSH S NAIR | AM.EN.U4AIE21008 |
ALFY ALEX | AM.EN.U4AIE21011 |
NAYAN M.K | AM.EN.U4AIE21048 |
SHYAMDEV KRISHNAN J | AM.EN.U4AIE21060 |
SANTHOSH MAMIDISETTI | AM.EN.U4AIE21042 |
Objective
The proposed work can be used to predict the outcome of different technique and suitable technique can be used depending upon requirement. This research is carried out to predict the accuracy. The future research can be carried out to predict the other different parameters and breast cancer research can be categories on basis of other parameters.
Introduction
Breast cancer (BC) is one of the most common cancers among women worldwide, representing the majority of new cancer cases and cancer-related deaths according to global statistics, making it a significant public health problem in today’s society.
The early diagnosis of breast cancer can improve the prognosis and chance of survival significantly, as it can promote timely clinical treatment to patients. the correct diagnosis of BC and classification of patients into malignant or benign groups is the subject of much research. Because of its unique advantages in critical features detection from complex BC datasets, machine learning (ML) is widely recognized as the methodology of choice in BC pattern classification and forecast modelling.
Recommended Screening Guidelines:
The following are some of the known risk factors for breast cancer. However, most cases of breast cancer cannot be linked to a specific cause. Talk to your doctor about your specific risk:-
FACTOR | DESCRIPTION |
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Age | The chance of getting breast cancer increases as women age. Nearly 80 percent of breast cancers are found in women over the age of 50. |
Personal history of breast cancer | A woman who has had breast cancer in one breast is at an increased risk of developing cancer in her other breast. |
Family history of breast cancer | A woman has a higher risk of breast cancer if her mother, sister or daughter had breast cancer especially at a young age (before 40) and having other relatives with breast cancer may also raise the risk. |
Genetic factors | Women with certain genetic mutations including changes to the BRCA1 and BRCA2 genes are at higher risk of developing breast cancer during their lifetime. |
Other gene changes may raise breast cancer risk as well Childbearing and menstrual history. The older a woman is when she has her first child, the greater her risk of breast cancer.