Search for dissertations about: "Overparameterization"

Found 3 swedish dissertations containing the word Overparameterization.

2. 1. Asymptotic Analysis of Machine Learning Models: Comparison Theorems and Universality

   Author : David Bosch; Chalmers tekniska högskola; []
   Keywords : NATURVETENSKAP; NATURAL SCIENCES; NATURVETENSKAP; NATURAL SCIENCES; CGMT; Machine Learning; convex gaussian min max theorem; Asymptotic; universality;

   Abstract : The study of Machine Learning models in asymptotic regimes, has provided insight into many of the properties of ML models, but seemingly contradicts classical statistical wisdom. To solve this mystery, this thesis focuses on the analysis of models such as the LASSO and Random features regression, when the data points and model parameters grow infinite at constant ratios. READ MORE

4. 2. Parameterization of state feedback gains for pole assignment

   Author : Hans Norlander; Bengt Carlsson; Uppsala universitet; []
   Keywords : TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY; Automatic Control; Reglerteknik;

   Abstract : The pole assignment problem has been subject for research for a long time. For single-input single-output systems this problem is well understood but for multi-input multi-output systems the pole assignment problem is more complex. READ MORE

5. 3. Mechanical Properties of Arteries : An In Vivo Parameter Identification Method

   Author : Jan-Lucas Gade; Jonas Stålhand; Carl-Johan Thore; Stéphane Avril; Linköpings universitet; []
   Keywords : TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY;

   Abstract : In this dissertation, a method is proposed that identifies the mechanical properties of arteries in vivo. The mechanical properties of an artery are linked to the development of cardiovascular diseases. READ MORE