Essays about: "Interpretable Artificial Intelligence"

Showing result 1 - 5 of 15 essays containing the words Interpretable Artificial Intelligence.

  1. 1. Generating an Interpretable Ranking Model: Exploring the Power of Local Model-Agnostic Interpretability for Ranking Analysis

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

    Author : Laura Galera Alfaro; [2023]
    Keywords : Explainable Artificial Intelligence; Learning To Rank; Local ModelAgnostic Interpretability; Ranking Generalized Additive Models;

    Abstract : Machine learning has revolutionized recommendation systems by employing ranking models for personalized item suggestions. However, the complexity of learning-to-rank (LTR) models poses challenges in understanding the underlying reasons contributing to the ranking outcomes. READ MORE

  3. 2. Evolutionary Belief Rule based Explainable AI to Predict Air Pollution

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Sharif Noor Zisad; [2023]
    Keywords : Explainable AI; Explainability; Transparency; Belief Rule Based Expert System; Evolutionary Algorithm; Deep Learning;

    Abstract : This thesis presents a novel approach to make Artificial Intelligence (AI) more explainable by using a Belief Rule Based Expert System (BRBES). A BRBES is a type of expert system that can handle both qualitative and quantitative information under uncertainty and incompleteness by using if-then rules with belief degrees. READ MORE

  4. 3. Applications of Formal Explanations in ML

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

    Author : Nikolaos Smyrnioudis; [2023]
    Keywords : Machine Learning; eXplainable Artifical Intelligence; Formal Verification of Machine Learning models; Maskininlärning; förklarbar artificiell intelligens; formell verifiering av maskininlärningsmodeller;

    Abstract : The most performant Machine Learning (ML) classifiers have been labeled black-boxes due to the complexity of their decision process. eXplainable Artificial Intelligence (XAI) methods aim to alleviate this issue by crafting an interpretable explanation for a models prediction. READ MORE

  5. 4. Explainable Reinforcement Learning for Gameplay

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

    Author : Àlex Costa Sánchez; [2022]
    Keywords : Explainable Artificial Intelligence; Local Interpretable Model-agnostic Explanations; Reinforcement Learning; Shapley Additive Explanations; Intel·ligencia Artificial Interpretable; Explicacions model-agnòstiques localment interpretables; Aprenentatge per reforç; Explicacions additives de Shapley; Förklarbar artificiell intelligent; Lokala tolkningsbara modellagnostiska förklaringar; Förstärkningsinlärning; Shapleys additiv förklaringar;

    Abstract : State-of-the-art Machine Learning (ML) algorithms show impressive results for a myriad of applications. However, they operate as a sort of a black box: the decisions taken are not human-understandable. READ MORE

  6. 5. Explainable Product Configuration for Telecom via Constraint Reasoning

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Paul Häusner; [2022]
    Keywords : ;

    Abstract : Product Configuration is one of the most successful applications of Artificial Intelligence and is widely adopted in industry. Nowadays,intelligent systems not only have to be able to generate outputs but these outputs are desired to be understandable and interpretable to humans. READ MORE