IT Podolak, K Bartocha - Adaptive and Natural Computing Algorithms: 9th …, 2009 - Springer
A novel architecture for a hierarchical classifier (HC) is defined. The objective is to combine several weak classifiers to form a strong one, but a different approach from those known, eg …
IT Podolak - Adaptive and Natural Computing Algorithms: 8th …, 2007 - Springer
A system of rule extraction out of a complex hierarchical classifier is proposed in this paper. There are several methods for rule extraction out of trained artificial neural networks (ANN's) …
IT Podolak, A Roman - Computer Recognition Systems 3, 2009 - Springer
The notion of a weak classifier, as one which is “a little better” than a random one, was introduced first for 2-class problems [1]. The extensions to K-class problems are known. All …
A new model–Double-Layer Vector Perceptron (DLVP)–is proposed. Compared with a single-layer perceptron, its operation requires slightly more computations (by 5%) and more …
Praca przedstawia koncepcję hierarchicznego klasyfikatora HCOC (ang. Hierarchical Classifier with Overlapping Clusters) zbudowanego przy użyciu nowego paradygmatu …