Essays about: "ISMI"

Found 1 essay containing the word ISMI.

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

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

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

    Abstract : 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. READ MORE