Application of XML for neural network exchange

This article introduces a framework for the interchange of trained neural network models. An XML-based language (Neural Network Markup Language) for the neural network model description is offered. It allows to write down all the components of neural network model which are necessary for its reprodu...

Full description

Saved in:
Bibliographic Details
Published in:Computer standards and interfaces 2002-09, Vol.24 (4), p.311-322
Main Authors: Rubtsov, Denis V., Butakov, Sergei V.
Format: Article
Language:English
Subjects:
Artificial neural networks
Exchange format
Markup language
XML
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:This article introduces a framework for the interchange of trained neural network models. An XML-based language (Neural Network Markup Language) for the neural network model description is offered. It allows to write down all the components of neural network model which are necessary for its reproduction. We propose to use XML notation for the full description of neural models, including data dictionary, properties of training sample, preprocessing methods, details of network structure and parameters and methods for network output interpretation.
ISSN:0920-5489
DOI:10.1016/S0920-5489(02)00034-X