Sökning: "functional conditional mutual information"

Hittade 1 uppsats innehållade orden functional conditional mutual information.

  1. 1. Investigation of Information-Theoretic Bounds on Generalization Error

    Kandidat-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Reza Qorbani; Kevin Pettersson; [2022]
    Nyckelord :Generalization error; ISMI; functional conditional mutual information; Generalization bound;

    Sammanfattning : Generalization error describes how well a supervised machine learning algorithm predicts the labels of input data that it has not been trained with. This project aims to explore two different methods for bounding generalization error, f-CMI and ISMI, which explicitly use mutual information. LÄS MER