Essays about: "Pediatric pneumonia"

Found 2 essays containing the words Pediatric pneumonia.

  1. 1. Developing a highly accurate, locally interpretable neural network for medical image analysis

    University essay from Stockholms universitet/Institutionen för data- och systemvetenskap

    Author : Rony David Ventura Caballero; [2023]
    Keywords : XAI; Interpretability; Computer vision; Pediatric pneumonia; Chest radiograph;

    Abstract : Background Machine learning techniques, such as convolutional networks, have shown promise in medical image analysis, including the detection of pediatric pneumonia. However, the interpretability of these models is often lacking, compromising their trustworthiness and acceptance in medical applications. READ MORE

  3. 2. Image classification of pediatric pneumonia : A comparative study of supervised statistical learning techniques

    University essay from Uppsala universitet/Statistiska institutionen

    Author : Jacob Rönnefall; Jakob Wendel; [2022]
    Keywords : Machine learning; Algorithm; Logistic regression; K-nearest-neighbor; Support vector machine; Neural network; Sensitivity; Specificity; ROC; Accuracy;

    Abstract : A child dies of pneumonia every 39 seconds, and the process of preventing deaths caused by pneumonia has been considerably slower compared to other infectious diseases. Meanwhile, the traditional method of manually diagnosing patients has reached its ceiling on performance. READ MORE