Essays about: "XAI in wireless systems"

Found 3 essays containing the words XAI in wireless systems.

  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. Explainable Artificial Intelligence for Radio Resource Management Systems : A diverse feature importance approach

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

    Author : Alexandru-Daniel Marcu; [2022]
    Keywords : Explainable artificial intelligence XAI ; Explainability pipeline; Feature importance; Kernel SHAP; CERTIFAI; Anchors; XAI in wireless systems; XAI for radio resource management; Förklarande artificiell intelligens XAI ; Förklarande pipeline; Prediktor betydelse; Kernel SHAP; CERTIFAI; Anchors; XAI i trådlösa system; XAI för radioresurshantering;

    Abstract : The field of wireless communications is arguably one of the most rapidly developing technological fields. Therefore, with each new advancement in this field, the complexity of wireless systems can grow significantly. READ MORE