Avancerad sökning

Hittade 2 avhandlingar som matchar ovanstående sökkriterier.

1. 1. Aspects of Spatial Random Processes

   Författare :Olle Häggström; Göteborgs universitet; []
   Nyckelord :NATURVETENSKAP; NATURAL SCIENCES; subshift of finite type; measure of maximal entropy; Ising model; Gibbs measure; uniform spanning tree; first passage percolation; asymptotic shape; first passage percolation;

   Sammanfattning : This thesis consists of five papers dealing with various aspects of spatial random processes. In the first three papers the main focus is on a special class of such processes, namely measures of maximal entropy for subshifts of finite type. LÄS MER

3. 2. An Information-Theoretic Approach to Generalization Theory

   Författare :Borja Rodríguez Gálvez; Mikael Skoglund; Ragnar Thobaben; Benjamin Guedj; KTH; []
   Nyckelord :NATURVETENSKAP; NATURAL SCIENCES; Generalization; Information-Theoretic Bounds; Electrical Engineering; Elektro- och systemteknik;

   Sammanfattning : In this thesis, we investigate the in-distribution generalization of machine learning algorithms, focusing on establishing rigorous upper bounds on the generalization error. We depart from traditional complexity-based approaches by introducing and analyzing information-theoretic bounds that quantify the dependence between a learning algorithm and the training data. LÄS MER