Search for dissertations about: "guarantees"
Showing result 41 - 45 of 287 swedish dissertations containing the word guarantees.
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41. An Information-Theoretic Approach to Generalization Theory
Abstract : 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. READ MORE
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42. Structured Stochastic Bandits
Abstract : In this thesis we address the multi-armed bandit (MAB) problem with stochastic rewards and correlated arms. Particularly, we investigate the case when the expected rewards are a Lipschitz function of the arm, and the learning to rank problem, as viewed from a MAB perspective. READ MORE
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43. Automated Derivation of Random Generators for Algebraic Data Types
Abstract : Many testing techniques such as generational fuzzing or random property-based testing require the existence of some sort of random generation process for the values used as test inputs. Implementing such generators is usually a task left to end-users, who do their best to come up with somewhat sensible implementations after several iterations of trial and error. READ MORE
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44. Decision Making and Control for Automotive Safety
Abstract : This thesis proposes a novel automotive safety function that utilizes information about the host vehicle's state and the road ahead to predict and prevent unintended roadway departures. For this purpose predictive threat assessment, decision making and control algorithms are developed. READ MORE
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45. Principled Flow Tracking in IoT and Low-Level Applications
Abstract : Significant fractions of our lives are spent digitally, connected to and dependent on Internet-based applications, be it through the Web, mobile, or IoT. All such applications have access to and are entrusted with private user data, such as location, photos, browsing habits, private feed from social networks, or bank details. READ MORE