Comparative Performance Analysis of Machine Learning and Deep Learning Techniques in Pneumonia Detection: A Study
- Title
- Comparative Performance Analysis of Machine Learning and Deep Learning Techniques in Pneumonia Detection: A Study
- Creator
- Shankar A.P.; Shah S.; Ghosh S.; Ismail Z.; Vinay M.; Jayapriya J.; Deepa S.
- Description
- Pneumonia is a bacterial or viral infection that inflames the air sacs in one or both lungs. It is a severe life-threatening disease, making it increasingly necessary to develop accurate and reliable artificial intelligence diagnosis models and take early action. This paper evaluates and compares various Machine Learning and Deep Learning models for pneumonia detection using chest X-rays. Six machine learning models -Logistic Regression, KNN, Decision Tree, Random Forest, Naive Bayes, and Support Vector Machines - and three deep learning models - CNN, VGG16, and ResNet - were created and compared with each other. The results exhibit how just the model choice can significantly affect the quality and inerrancy of the final diagnostic tool. 2023 IEEE.
- Source
- 2023 14th International Conference on Computing Communication and Networking Technologies, ICCCNT 2023
- Date
- 2023-01-01
- Publisher
- Institute of Electrical and Electronics Engineers Inc.
- Subject
- Accuracy; Deep Learning; Machine Learning; performance; Pneumonia
- Coverage
- Shankar A.P., Christ University, Karnataka, Bengaluru, India; Shah S., Christ University, Karnataka, Bengaluru, India; Ghosh S., Christ University, Karnataka, Bengaluru, India; Ismail Z., Christ University, Karnataka, Bengaluru, India; Vinay M., Christ University, Karnataka, Bengaluru, India; Jayapriya J., Christ University, Karnataka, Bengaluru, India; Deepa S., Christ University, Karnataka, Bengaluru, India
- Rights
- Restricted Access
- Relation
- ISBN: 979-835033509-5
- Format
- Online
- Language
- English
- Type
- Conference paper
Collection
Citation
Shankar A.P.; Shah S.; Ghosh S.; Ismail Z.; Vinay M.; Jayapriya J.; Deepa S., “Comparative Performance Analysis of Machine Learning and Deep Learning Techniques in Pneumonia Detection: A Study,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 24, 2025, https://archives.christuniversity.in/items/show/19724.