Breast Cancer Early Detection Comparison with Deep Learning and Machine Learning Models: A Case of Study
Journal Title: Journal of Quality in Health Care & Economics (JQHE) - Year 2022, Vol 5, Issue 6
Abstract
Breast cancer is one of the most widespread in the female population, being able to predict its developments and capturing the inputs of the onset of the disease is one of the main objectives that science is pursuing. Clinical Decision Support Systems (CDSS) in recent decades are extensively using these technological tools, such as Machine Learning (ML) and Deep Learning (DL). In this paper, two of the main methods of these subset of AI are compared: an ensemble-type algorithm, XGBoost (or Extreme Gradient Boosting) and a deep neural network (DNN) are applied to the data of a study conducted on an Indonesian population. The results obtained are very interesting as despite being tabular, binary categorical and multiclass data, the DNN model achieves performance and results much higher than the well-known XGB used in literature for data of this type.
Authors and Affiliations
Curia F*
Keywords
Related Articles
- EP ID EP754861
- DOI 10.23880/jqhe-16000310
- Views 29
- Downloads 0
Glucose a Contaminant in Sweeteners Such as the Diabetogenic Agent
Sweeteners are a sugar substitute widely used in our time for the ability to sweeten foods or beverages under the concept of not providing calories, for which their consumption is increasing in recent years. This same ca...
Ascites in 2nd Trimester Pregnant
Ascites is a collection of fluid in peritoneal cavity. Abdominal distention, weight gain, shortness of breath, nausea and vomiting are most common presentation. The most common causes of ascites are Disorders related to...
Possible Outbreak of Newcastle Virus Infection in the Face of Increasing Trend of Backyard Poultry Farm Management Interface in Nigeria: A Public Health and Food Security Threat
Introduction: Newcastle disease is a highly contagious illness and one of the "notifiable illnesses" on the World Health Organization list for Animal Health (OIE) Outcome. There are constantly new cases being reported as...
Effect of Stigma on Quality of Life of People with Sexually Transmitted Infections
Sexually transmitted infections (STIs) are known for causing burden of mortality and morbidity along with psychosocial consequences among individuals suffering from STIs due to perceived stigma against them at community...
Christianity and Spirituality in Healthcare
According to the American Medical Association, ‘Health care is a fundamental human good because it affects our opportunity to pursue life goals, reduces our pain and suffering, helps prevent premature loss of life, and p...