Essays about: "Förklarlig AI"

Showing result 1 - 5 of 6 essays containing the words Förklarlig AI.

  1. 1. Counterfactual and Causal Analysis for AI-based Modulation and Coding Scheme Selection

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Kun Hao; [2023]
    Keywords : Explainable Artificial Intelligence; Counterfactual; Causal Analysis; Shapley Additive Explanations; Modulation and Coding Scheme; Förklarlig artificiell intelligens; kontrafaktisk analys; orsaksanalys; Shapley tillsatsförklaringar; modulerings och kodningsschema;

    Abstract : Artificial Intelligence (AI) has emerged as a transformative force in wireless communications, driving innovation to address the complex challenges faced by communication systems. In this context, the optimization of limited radio resources plays a crucial role, and one important aspect is the Modulation and Coding Scheme (MCS) selection. READ MORE

  3. 2. XAI-assisted Radio Resource Management: Feature selection and SHAP enhancement

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Nicolás Sibuet Ruiz; [2022]
    Keywords : Deep Learning; Explainable Artficial Intelligence; 5G; Model Reduction; Deep Learning; Förklarlig AI; 5G; Modellreduktion;

    Abstract : With the fast development of radio technologies, wireless systems have become more convoluted. This complexity, accompanied by an increase of the number of connections, is translated into a need for more parameters to analyse and decisions to take at each instant. READ MORE

  4. 3. Visual mapping in AI interfaces: to establish trust in explainable AI in mammography

    University essay from Mälardalens universitet/Akademin för innovation, design och teknik

    Author : Ebba Bergström; [2022]
    Keywords : Information design; Visual communication; Artificial intelligence; Mammography;

    Abstract : Artificial intelligence (AI) is a broad topic that many researchers and stakeholders want to implement into their daily tasks. There are expectations to implement AI in hospitals, starting with mammography centers. But there is a need to guarantee that it will be efficient and safe to use, and that requires a lot of research. READ MORE

  5. 4. Explainable AI for supporting operators in manufacturing machines maintenance : Evaluating different techniques of explainable AI for a machine learning model that can be used in a manufacturing environment

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Francesco Di Flumeri; [2022]
    Keywords : Explainable Artificial Intelligence XAIs; Machine Learning MLs; User Perspective; Features; User Study;

    Abstract : Monitoring and predicting machine breakdowns are of vital importance in the manufacturing industry. Machine Learning models could be used to improve these breakdown predictions. However, the operators responsible for the machines need to trust and understand the predictions in order to base their decisions on the information. READ MORE

  6. 5. Multivariate analysis of the parameters in a handwritten digit recognition LSTM system

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Georgios Zervakis; [2019]
    Keywords : Deep Learning; Interpretability; Handwritten Digit Recognition; MNIST; Recurrent Neural Networks; PCA; SVD; Variational Autoencoders;

    Abstract : Throughout this project, we perform a multivariate analysis of the parameters of a long short-term memory (LSTM) system for handwritten digit recognition in order to understand the model’s behaviour. In particular, we are interested in explaining how this behaviour precipitate from its parameters, and what in the network is responsible for the model arriving at a certain decision. READ MORE