Publications by authors named "Mary Sowjanya A"
Covid-19 classification using sigmoid based hyper-parameter modified DNN for CT scans and chest X-rays.
Multimed Tools Appl
September 2022
Coronavirus disease (COVID-19) is an infectious disease caused by the SARS-CoV-2 virus. Diagnosis of Computed Tomography (CT), and Chest X-rays (CXR) contains the problem of overfitting, earlier diagnosis, and mode collapse. In this work, we predict the classification of the Corona in CT and CXR images.
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- The Covid-19 pandemic has created global challenges, leading scientists to focus on developing treatments and vaccines.
- Our research proposes a machine learning system that utilizes natural language processing (NLP) to classify scientific literature related to Covid-19, making it easier for researchers to find relevant articles.
- We detail the methodology for building this classification system, using the COVID-19 open research dataset and evaluating performance through various classifiers like KNN and MLP, with an explainer built using XGBoost for model predictions.