Essays about: "Sofia Leksell"

Found 3 essays containing the words Sofia Leksell.

  1. 1. Attack Strategies in Federated Learning for Regression Models : A Comparative Analysis with Classification Models

    University essay from Umeå universitet/Institutionen för datavetenskap

    Author : Sofia Leksell; [2024]
    Keywords : Federated Learning; Adversarial Attacks; Regression; Classification;

    Abstract : Federated Learning (FL) has emerged as a promising approach for decentralized model training across multiple devices, while still preserving data privacy. Previous research has predominantly concentrated on classification tasks in FL settings, leaving  a noticeable gap in FL research specifically for regression models. READ MORE

  2. 2. Attack Strategies in Federated Learning for Regression Models : A Comparative Analysis with Classification Models

    University essay from Umeå universitet/Institutionen för tillämpad fysik och elektronik

    Author : Sofia Leksell; [2024]
    Keywords : Federated Learning; Adversarial Attacks; Regression; Classification;

    Abstract : Federated Learning (FL) has emerged as a promising approach for decentralized model training across multiple devices, while still preserving data privacy. Previous research has predominantly concentrated on classification tasks in FL settings, leaving  a noticeable gap in FL research specifically for regression models. READ MORE

  3. 3. Feasibility of Life Cycle Assessment for Complex Medical Devices

    University essay from KTH/Medicinteknik och hälsosystem

    Author : Sofia Svensson; [2017]
    Keywords : Life cycle assessment; LCA; feasibility; environment; complex medical device; Leksell Gamma Knife Icon; Livscykelanalys; LCA; genomförbarhet; miljö. komplex medicinteknisk produkt; Leksell Gamma Knife Icon;

    Abstract : The interest in environmental issues is increasing and for this reason, assessing the potential environmental impacts of a product or system is of interest. A methodology developed for this particular purpose is the life cycle assessment, also known as LCA. READ MORE