DocumentCode
296178
Title
Generating data sets for benchmarking
Author
Waugh, Sam
Author_Institution
Dept. of Comput. Sci., Tasmania Univ., Tas., Australia
Volume
4
fYear
1995
fDate
Nov/Dec 1995
Firstpage
2145
Abstract
A new method of benchmarking neural networks based on Voronoi diagrams is introduced. Their complexity is examined and it is shown that data sets of increasing difficulty may be generated. Experiments are conducted examining the performance of five known classification methods on examples of Voronoi data sets
Keywords
computational geometry; learning by example; neural nets; pattern classification; Voronoi diagrams; benchmarking; classification methods; complexity; neural networks; Artificial neural networks; Benchmark testing; Character generation; Computer science; Euclidean distance; Learning systems; Neural networks; Power generation; Random number generation; System testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 1995. Proceedings., IEEE International Conference on
Conference_Location
Perth, WA
Print_ISBN
0-7803-2768-3
Type
conf
DOI
10.1109/ICNN.1995.489010
Filename
489010
Link To Document