Search for dissertations about: "High-Dimensional Regression"
Showing result 1 - 5 of 17 swedish dissertations containing the words High-Dimensional Regression.
-
1. The Quest for Robust Model Selection Methods in Linear Regression
Abstract : A fundamental requirement in data analysis is fitting the data to a model that can be used for the purpose of prediction and knowledge discovery. A typical and favored approach is using a linear model that explains the relationship between the response and the independent variables. READ MORE
-
2. Assessing Distributional Properties of High-Dimensional Data
Abstract : This doctoral thesis consists of five papers in the field of multivariate statistical analysis of high-dimensional data. Because of the wide application and methodological scope, the individual papers in the thesis necessarily target a number of different statistical issues. READ MORE
-
3. Regression on Manifolds with Implications for System Identification
Abstract : The trend today is to use many inexpensive sensors instead of a few expensive ones, since the same accuracy can generally be obtained by fusing several dependent measurements. It also follows that the robustness against failing sensors is improved. As a result, the need for high-dimensional regression techniques is increasing. READ MORE
-
4. In Pursuit of Ideal Model Selection for High-Dimensional Linear Regression
Abstract : The fundamental importance of model specification has motivated researchers to study different aspects of this problem. One of which is the task of model selection from the set of available competing models. READ MORE
-
5. Prediction Methods for High Dimensional Data with Censored Covariates
Abstract : While access to data steadily increases, not all data are straight-forward to use for prediction. Censored data are common in several industrial scenarios, and typically arise when there are some limitations to measuring equipment such as for instance concentration measuring equipment in chemistry or signal receivers in signal processing. READ MORE