Skip navigation
Skip navigation

A dimension adaptive sparse grid combination technique for machine learning

Garcke, Jochen

Description

We introduce a dimension adaptive sparse grid combination tech- nique for the machine learning problems of classification and regres- sion. A function over a d-dimensional space, which assumedly de- scribes the relationship between the features and the response vari- able, is reconstructed using a linear combination of partial functions that possibly depend only on a subset of all features. The partial functions are adaptively chosen during the computational procedure. This approach...[Show more]

CollectionsANU Research Publications
Date published: 2014
Type: Journal article
URI: http://hdl.handle.net/1885/76241
Source: Australian and New Zealand Industrial and Applied Mathematics

Download

File Description SizeFormat Image
01_Garcke_A_dimension_adaptive_sparse_2014.pdf200.23 kBAdobe PDF    Request a copy


Items in Open Research are protected by copyright, with all rights reserved, unless otherwise indicated.

Updated:  20 July 2017/ Responsible Officer:  University Librarian/ Page Contact:  Library Systems & Web Coordinator