The Exact VC Dimension of the WiSARD n -Tuple Classifier.

作者: Hugo C. C. Carneiro , Carlos E. Pedreira , Felipe M. G. França , Priscila M. V. Lima

DOI: 10.1162/NECO_A_01149

关键词: Artificial intelligenceTupleSingle stepPattern recognitionVC dimensionClassifier (UML)Computer scienceArtificial neural network

摘要: The Wilkie, Stonham, and Aleksander recognition device (WiSARD) n-tuple classifier is a multiclass weightless neural network capable of learning given pattern in single step. Its architecture i...

参考文章(30)
Diego F. P. De Souza, Felipe M.G. Franca, Priscila M.V. Lima, Real-Time Music Tracking Based on a Weightless Neural Network complex, intelligent and software intensive systems. pp. 64- 69 ,(2015) , 10.1109/CISIS.2015.84
Iuri Wickert, Felipe M. G. França, AUTOWISARD: Unsupervised Modes for the WISARD international work conference on artificial and natural neural networks. pp. 435- 441 ,(2001) , 10.1007/3-540-45720-8_51
N. P. Bradshaw, The Effective VC Dimension of the n-tuple Classifier international conference on artificial neural networks. ,vol. 1327, pp. 511- 516 ,(1997) , 10.1007/BFB0020206
Richard Rohwer, Michal Morciniec, The theoretical and experimental status of the n -tuple classifier Neural Networks. ,vol. 11, pp. 1- 14 ,(1998) , 10.1016/S0893-6080(97)00062-2
Christian Linneberg, Thomas M. Joergensen, Cross-validation techniques for n-tuple-based neural networks Ninth Workshop on Virtual Intelligence/Dynamic Neural Networks: Neural Networks Fuzzy Systems, Evolutionary Systems and Virtual Re. ,vol. 3728, pp. 266- 277 ,(1999) , 10.1117/12.343045
Guang-Bin Huang, Dian Hui Wang, Yuan Lan, Extreme learning machines: a survey International Journal of Machine Learning and Cybernetics. ,vol. 2, pp. 107- 122 ,(2011) , 10.1007/S13042-011-0019-Y
W. W. Bledsoe, I. Browning, Pattern recognition and reading by machine Papers presented at the December 1-3, 1959, eastern joint IRE-AIEE-ACM computer conference on - IRE-AIEE-ACM '59 (Eastern). pp. 225- 232 ,(1959) , 10.1145/1460299.1460326
Bruno P.A. Grieco, Priscila M.V. Lima, Massimo De Gregorio, Felipe M.G. França, Producing pattern examples from mental images Neurocomputing. ,vol. 73, pp. 1057- 1064 ,(2010) , 10.1016/J.NEUCOM.2009.11.015
R.J. Mitchell, J.M. Bishop, P.R. Minchinton, Optimising memory usage in n -tuple neural networks Mathematics and Computers in Simulation. ,vol. 40, pp. 549- 563 ,(1996) , 10.1016/0378-4754(95)00006-2