scispace - formally typeset
Journal ArticleDOI

Probabilistic neural networks

Donald F. Specht
- 01 Jan 1990 - 
- Vol. 3, Iss: 1, pp 109-118
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
More filters
Journal Article

Neural Network based Texture Analysis of Liver Tumor from Computed Tomography Images

TL;DR: The potential role of the wavelet and the neural network in the differential diagnosis of liver tumors in CT images is evaluated and the system differentiates the tumor with relatively high accuracy and is therefore clinically useful.
Book ChapterDOI

Classification results of artificial neural networks for Alzheimer's disease detection

TL;DR: This study has been performed on MRI volumes of 98 females, after careful demographic selection from the Open Access Series of Imaging Studies (OASIS) database, which is a large number of subjects compared to current reported studies.
Journal ArticleDOI

A survey of adaptive resonance theory neural network models for engineering applications.

TL;DR: This survey samples from the ever-growing family of adaptive resonance theory (ART) neural network models used to perform the three primary machine learning modalities, namely, unsupervised, supervised and reinforcement learning.
Book ChapterDOI

Selective Ensemble under Regularization Framework

TL;DR: Experimental results show that RSE can generate ensembles with small size but strong generalization ability, and that it naturally fits the semi-supervised learning setting, and can also exploit unlabeled data to improve the performance.
ReportDOI

NIST form-based handprint recognition system (release 2.0)

TL;DR: The National Institute of Standards and Technology (NIST) has developed a new release of a standard reference form-based handprint recognition system for evaluating optical character recognition, making the new recognition system freely available to the general public on CD-ROM.
References
More filters
Journal ArticleDOI

Nearest neighbor pattern classification

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.

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.