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
Islanding detection and load shedding scheme for radial distribution systems integrated with dispersed generations
TL;DR: In this paper, a simple and effective passive islanding detection method is developed based on the phase-space technique and using a probabilistic neural network-based classifier, after the system detects unintentional islanding state, it utilises an optimal load shedding scheme to prevent system collapse due to load-generation mismatch and voltage instability encountered in the islanded part of the system.
Journal ArticleDOI
Counting people using video cameras
TL;DR: Using the ratio of foreground pixels in each cell of a rectangular grid for estimating the number of people visible in a camera allowed reaching accuracy up to 85% for exact match and up to 95% for plus–minus one estimates for an indoor surveillance environment.
Journal ArticleDOI
Probabilistic neural network with homogeneity testing in recognition of discrete patterns set
TL;DR: The novel modification of the PNN with homogeneity testing is presented which gives an optimal solution of the latter task under the same assumption about probability densities and supports the statement that the proposed network provides better accuracy (1%-7%) and is much more resistant to change of the smoothing parameter of Gaussian kernel function in comparison with the original PNN.
Journal ArticleDOI
Appropriate medical data categorization for data mining classification techniques.
Shang-Chih Liao,I-Nong Lee +1 more
TL;DR: Compared with original or normalized data, data categorized by the MDLPC categorization method was found to perform better in most of the DM classification techniques used in this study.
Proceedings ArticleDOI
Automatic quality evaluation of fruits using Probabilistic Neural Network approach
Vani Ashok,D. S. Vinod +1 more
TL;DR: The purpose, in this study, is to develop a non-destructive method to classify the apple fruits based on the external quality by studying the damages inflicted on apple fruits and presenting various feature extraction methods.
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.
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