Principal Component Analysis Coupled with Artificial Neural Networks—A Combined Technique Classifying Small Molecular Structures Using a Concatenated Spectral Database

In this paper we present several expert systems that predict the class identity of the modeled compounds, based on a preprocessed spectral database. The expert systems were built using Artificial Neural Networks (ANN) and are designed to predict if an unknown compound has the toxicological activity...

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Bibliographic Details
Main Authors: Mihail Lucian Birsa, Steluţa Gosav, Mirela Praisler
Format: Article
Language:English
Published: MDPI AG 2011-10-01
Series:International Journal of Molecular Sciences
Subjects:
PCA
ANN
Online Access:http://www.mdpi.com/1422-0067/12/10/6668/