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Filtering by: Creator Wettschereck, Dietrich

An implementation and initial test of generalized radial basis functions

Creator:

Wettschereck, Dietrich

Abstract:

Generalized Radial Basis Functions were used to construct networks that learn input-output mappings from given data. They are developed out of a theoretical framework for approximation based on regularization techniques and represent a class of three-layer networks similar to backpropagation networks with one hidden layer. A network using Gaussian base...

Resource Type:

Masters Thesis
A study of distance-based machine learning algorithms

Creator:

Wettschereck, Dietrich

Abstract:

Distance-based algorithms are machine learning algorithms that classify queries by computing distances between these queries and a number of internally stored exemplars. Exemplars that are closest to the query have the largest in uence on the classi cation assigned to the query. Two speci c distance-based algorithms, the nearest neighbor...

Resource Type:

Dissertation