Direct Parallel Perceptrons (DPPs): Fast Analytical Calculation of the Parallel Perceptrons Weights With Margin Control for Classification Tasks

Parallel perceptrons (PPs) are very simple and efficient committee machines (a single layer of perceptrons with threshold activation functions and binary outputs, and a majority voting decision scheme), which nevertheless behave as universal approximators. The parallel delta (P-Delta) rule is an eff...

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Bibliographic Details
Published in:	IEEE transactions on neural networks Vol. 22; no. 11; pp. 1837 - 1848
Main Authors:	Fernandez-Delgado, M., Ribeiro, J., Cernadas, E., Ameneiro, S. B.
Format:	Journal Article
Language:	English
Published:	New York, NY IEEE 01.11.2011 Institute of Electrical and Electronics Engineers
Subjects:	Accuracy Activation Algorithmics. Computability. Computer arithmetics Algorithms Analytical closed-form weight calculation Applied sciences Artificial Intelligence Classification Classification - methods Closed-form solutions Computer science; control theory; systems Connectionism. Neural networks Data processing. List processing. Character string processing Databases, Factual Exact sciences and technology Kernel Linear approximation linear computational complexity Linear Models margin maximization Mathematical analysis Mathematical models Memory and file management (including protection and security) Memory organisation. Data processing Neural Networks (Computer) online learning parallel delta rule parallel perceptrons pattern classification Reproducibility of Results Software Statistical learning Support vector machines Tasks Theoretical computing Thresholds Training parallel perceptrons Competitiveness parallel delta rule Modeling Optimization Direct method Multidimensional analysis Vector support machine Linear complexity Analytical closed-form weight calculation Probability learning Electronic vote Threshold function Single machine Dimensionality Statistical analysis margin maximization Error function linear computational complexity Neural network Computational complexity Hyperplane Exact solution Perceptron Activation function Storage management Pattern classification Time complexity online learning
ISSN:	1045-9227, 1941-0093, 1941-0093
Online Access:	Get full text
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