Essays about: "Counterfactual Explanation"

Showing result 1 - 5 of 6 essays containing the words Counterfactual Explanation.

  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. User Preference-Based Evaluation of Counterfactual Explanation Methods

    University essay from Uppsala universitet/Datalogi

    Author : Muhammad Zain Akram; [2023]
    Keywords : Explainable AI; Counterfactual Explanation Methods;

    Abstract : Explainable AI (XAI) has grown as an important field over the years. As more complicated AI systems are utilised in decision-making situations, the necessity for explanations for such systems is also increasing in order to ensure transparency and stakeholder trust. READ MORE

  4. 3. GAN-Based Counterfactual Explanation on Images

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

    Author : Ning Wang; [2023]
    Keywords : : Machine Learning; Counterfactual Explanation; GAN; DCGAN;

    Abstract : Machine learning models are widely used in various industries. However, the black-box nature of the model limits users’ understanding and trust in its inner workings, and the interpretability of the model becomes critical. READ MORE

  5. 4. Consent to organ donation and family authorization : A causal inference study of the French amendment of article L1232-1 in Code de la santé publique and organ donations

    University essay from Jönköping University/Internationella Handelshögskolan

    Author : Moa Lundberg; [2022]
    Keywords : Organ donation; Default options; Presumed consent; Family authorization; Synthetic control method; France;

    Abstract : The world is experiencing a lasting shortage of organ donations – a problem more severe in some countries than others. Literature on the matter argues that an explanation for this is the various legal default consent systems, and the importance put on the opinions of the family members regarding the donation question in case of sudden death. READ MORE

  6. 5. Explainable AI Metrics and Properties for Evaluation and Analysis of Counterfactual Explanations : Explainable AI Metrics and Properties for Evaluation and Analysis of Counterfactual Explanations

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Vandita Singh; [2021]
    Keywords : ;

    Abstract : With the recent surge of state-of-the-art AI systems, there has been a growing need to provide explanations for these systems to ensure transparency and understandability by the stakeholders. This has directed the development of increasingly popular Explainable AI systems applicable to a wide range of applications. READ MORE