Journal ArticleDOI
Probabilistic neural networks
TLDR
A probabilistic neural network that can compute nonlinear decision boundaries which approach the Bayes optimal is formed, and a fourlayer neural network of the type proposed can map any input pattern to any number of classifications.About:
This article is published in Neural Networks.The article was published on 1990-01-01. It has received 3772 citations till now. The article focuses on the topics: Probabilistic neural network & Activation function.read more
Citations
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Journal ArticleDOI
A novel approach for recognition of control chart patterns: Type-2 fuzzy clustering optimized support vector machine.
Aminollah Khormali,Jalil Addeh +1 more
TL;DR: A multiclass SVM (SVM) based classifier is proposed because of the promising generalization capability of support vector machines, and cuckoo optimization algorithm (COA) is proposed for selecting appropriate parameters of the classifier.
Proceedings ArticleDOI
A study on content-based classification and retrieval of audio database
Mingchun Liu,Chunru Wan +1 more
TL;DR: Four classifiers, namely nearest neighbor (NN), modified k-nearest neighbor (k-NN), Gaussian mixture model (GMM), and probabilistic neural network (PNN) are compared and the PNN classifier combined with Euclidean distance measurement was chosen for audio retrieval, using query by example.
Journal ArticleDOI
An incremental training method for the probabilistic RBF network
TL;DR: Experimental results indicate that the incremental method provides solutions of superior classification performance compared to the hierarchical PRBF training method and a qualitative comparison of the two approaches is presented.
Journal ArticleDOI
Hierarchical RBF networks and local parameters estimate
TL;DR: The method presented here is aimed to a direct fast setting of the parameters of a RBF network for function approximation based on a hierarchical gridding of the input space; additional layers of Gaussians at lower scales are added where the residual error is higher.
Journal ArticleDOI
Numerical Study and POD-Based Prediction of Natural Convection in a Ferrofluids–Filled Triangular Cavity with Generalized Neural Networks
TL;DR: In this paper, the effects of a magnetic dipole source on the natural convection of ferrofluids in a triangular cavity are studied, where a partial heater is added to the left vertical wall of the cavity while the right vertical wall is kept at the constant temperature.
References
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Journal ArticleDOI
Nearest neighbor pattern classification
Thomas M. Cover,Peter E. Hart +1 more
TL;DR: The nearest neighbor decision rule assigns to an unclassified sample point the classification of the nearest of a set of previously classified points, so it may be said that half the classification information in an infinite sample set is contained in the nearest neighbor.
Journal ArticleDOI
On Estimation of a Probability Density Function and Mode
TL;DR: In this paper, the problem of the estimation of a probability density function and of determining the mode of the probability function is discussed. Only estimates which are consistent and asymptotically normal are constructed.
Book
Introduction to the Theory of Statistics
TL;DR: In this article, a tabular summary of parametric families of distributions is presented, along with a parametric point estimation method and a nonparametric interval estimation method for point estimation.
Journal ArticleDOI
Introduction to the Theory of Statistics.
Jacob Wolfowitz,A. M. Mood +1 more
TL;DR: In this article, a tabular summary of parametric families of distributions is presented, along with a parametric point estimation method and a nonparametric interval estimation method for point estimation.
Journal ArticleDOI