Comparative study of QSAR/QSPR correlations using support vector machines, radial basis function neural networks, and multiple linear regression
XJ Yao, A Panaye, JP Doucet, RS Zhang… - Journal of chemical …, 2004 - ACS Publications
Support vector machines (SVMs) were used to develop QSAR models that correlate molecular
structures to their toxicity and bioactivities. The performance and predictive ability of SVM …
structures to their toxicity and bioactivities. The performance and predictive ability of SVM …
Steric effects—I: A critical examination of the taft steric parameter—Es. Definition of a revised, broader and homogeneous scale. Extension to highly congested alkyl …
JA MacPhee, A Panaye, JE Dubois - Tetrahedron, 1978 - Elsevier
The basic assumptions used in obtaining the Taft E s scale of steric parameters have been
examined critically. Certain inconsistencies in the existing scale are pointed out which …
examined critically. Certain inconsistencies in the existing scale are pointed out which …
Nonlinear SVM approaches to QSPR/QSAR studies and drug design
…, F Barbault, H Xia, A Panaye… - … Computer-Aided Drug …, 2007 - ingentaconnect.com
Recently, a new promising nonlinear method, the support vector machine (SVM), was
proposed by Vapnik. It rapidly found numerous applications in chemistry, biochemistry and …
proposed by Vapnik. It rapidly found numerous applications in chemistry, biochemistry and …
Neural networks and carbon-13 NMR shift prediction
JP Doucet, A Panaye, E Feuilleaubois… - Journal of chemical …, 1993 - ACS Publications
Computational neural networks are known to have the capability to predict complex mappings
between input and output data. These new tools seem to be well-suited to NMR data. To …
between input and output data. These new tools seem to be well-suited to NMR data. To …
[BOOK][B] Three Dimensional QSAR
JP Doucet, A Panaye - 2010 - api.taylorfrancis.com
Computational chemistry is today playing a major role in the studies of complex processes
involved in the design and development of new drugs. Based on structural similarity, data …
involved in the design and development of new drugs. Based on structural similarity, data …
13C NMR Chemical Shift Prediction of sp2 Carbon Atoms in Acyclic Alkenes Using Neural Networks
…, JP Rabine, D Cabrol-Bass, A Panaye… - Journal of chemical …, 1996 - ACS Publications
The 13 C NMR chemical shift of sp 2 carbon atoms in acyclic alkenes was estimated with
multilayer feedforward artificial neural networks (ANNs) and multilinear regression (MLR), …
multilayer feedforward artificial neural networks (ANNs) and multilinear regression (MLR), …
Quantitative prediction of liquid chromatography retention of N-benzylideneanilines based on quantum chemical parameters and radial basis function neural network
…, ZD Hu, BT Fan, JP Doucet, A Panaye - Journal of chemical …, 2002 - ACS Publications
Based on quantum chemical parameters and a simple numerical coding, the liquid
chromatography retention of bifunctionally substituted N-benzylideneaniles (NBA) has been …
chromatography retention of bifunctionally substituted N-benzylideneaniles (NBA) has been …
Steric effects-II: Relationship between topology and the steric parameter. E's—topology as a tool for the correlation and prediction of steric effects
A Panaye, JA MacPhee, JE Dubois - Tetrahedron, 1980 - Elsevier
The steric effect of alkyl groups as characterized by the revised Taft E' s parameter is analysed
using an approach based on the DARC topological system and its PELCO correlation …
using an approach based on the DARC topological system and its PELCO correlation …
Ring perception. A new algorithm for directly finding the smallest set of smallest rings from a connection table
BT Fan, A Panaye, JP Doucet… - Journal of chemical …, 1993 - ACS Publications
The enumeration of rings in a given structure is essential for any chemical computer system.
A number of algorithms for ring perception have been reported and implemented in different …
A number of algorithms for ring perception have been reported and implemented in different …
DARC system: notions of defined and generic substructures. Filiation and coding of FREL substructure (SS) classes
JE Dubois, A Panaye, R Attias - Journal of chemical information …, 1987 - ACS Publications
A set of structural fragmentsdefined as specific substructures and generic substructures (SS)
is presented by means of such notions as residual valency, free site, and chromatic …
is presented by means of such notions as residual valency, free site, and chromatic …