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Data Mining on Structure-Activity/Property Relationships Models

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CONTRIBUTORS:
  Author Sorana D. BOLBOACA (Iuliu Hatieganu University of Medicine and Pharmacy Cluj-Napoca)
  Author Lorentz JANTSCHI (Technical University of Cluj-Napoca)
JOURNAL:
  World Applied Sciences Journal, 2(4), 323 - 332.
YEAR: 2007
PUB TYPE: Journal Article
SUBJECT(S): chemistry - computational; informatics - applied; mathematics - statistics; research - evaluation
DISCIPLINE: Statistics
HTTP: http://lori.academicdirect.org/works/?f=147
LANGUAGE: English
PUB ID: 103-436-955 (Last edited on 2011/01/20 01:27:42 US/Mountain)
SPONSOR(S):
 
ABSTRACT:
Molecular descriptors family on structure-activity/property relationships studies were carried out in order to identify the link between compounds structure and their activity/property. A number of fifty-five classes of properties or activities of different compounds sets were investigated. Single and multi-varied linear regression models using molecular descriptors as variables were identified. The models with estimation and prediction abilities and associated characteristics were stored into a database. A data mining analysis using classification and clustering were applied on the obtained database for searching and extracting useful information. The methodology applied in searching and extracting for information and the obtained results are presented.
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