Conjugated quantitative structure–property relationship models: application to simultaneous prediction of tautomeric equilibrium constants and acidity of molecules
DV Zankov, TI Madzhidov… - Journal of Chemical …, 2019 - ACS Publications
Here, we describe a concept of conjugated models for several properties (activities) linked
by a strict mathematical relationship. This relationship can be directly integrated analytically …
by a strict mathematical relationship. This relationship can be directly integrated analytically …
Assessment of tautomer distribution using the condensed reaction graph approach
We report the first direct QSPR modeling of equilibrium constants of tautomeric
transformations (logK T) in different solvents and at different temperatures, which do not …
transformations (logK T) in different solvents and at different temperatures, which do not …
General approach to estimate error bars for quantitative structure–activity relationship predictions of molecular activity
R Liu, KP Glover, MG Feasel… - Journal of Chemical …, 2018 - ACS Publications
Key requirements for quantitative structure–activity relationship (QSAR) models to gain
acceptance by regulatory authorities include a defined domain of applicability (DA) and …
acceptance by regulatory authorities include a defined domain of applicability (DA) and …
Machine Learning Methods for Property Prediction in Chemoinformatics: Quo Vadis?
This paper is focused on modern approaches to machine learning, most of which are as yet
used infrequently or not at all in chemoinformatics. Machine learning methods are …
used infrequently or not at all in chemoinformatics. Machine learning methods are …
Interpretation of quantitative structure–activity relationship models: past, present, and future
P Polishchuk - Journal of Chemical Information and Modeling, 2017 - ACS Publications
This paper is an overview of the most significant and impactful interpretation approaches of
quantitative structure–activity relationship (QSAR) models, their development, and …
quantitative structure–activity relationship (QSAR) models, their development, and …
Exploration of Quantitative StructureReactivity Relationships for the Estimation of Mayr Nucleophilicity
DARS Latino, F Pereira - Helvetica Chimica Acta, 2015 - Wiley Online Library
Quantitative structure reactivity relationships (QSRRs) were investigated for the estimation
of the Mayr nucleophilicity parameter N using data sets with 218 nucleophiles (solvent …
of the Mayr nucleophilicity parameter N using data sets with 218 nucleophiles (solvent …
Interpreting computational neural network quantitative structure− activity relationship models: A detailed interpretation of the weights and biases
R Guha, DT Stanton, PC Jurs - Journal of chemical information …, 2005 - ACS Publications
In this work, we present a methodology to interpret the weights and biases of a
computational neural network (CNN) quantitative structure− activity relationship model. The …
computational neural network (CNN) quantitative structure− activity relationship model. The …
Combining Molecular Modelling with the Use of Artificial Neural Networks as an Approach to Predicting Substituent Constants and Bioactivity
II Baskin, SV Keschtova, VA Palyulin… - Molecular Modeling and …, 2000 - Springer
Nowadays neither molecular model, no matter how elaborate it may be, is able to
encompass all possible interactions, in which a real chemical/biological system is involved …
encompass all possible interactions, in which a real chemical/biological system is involved …
Conjugated quantitative structure‐property relationship models: Prediction of kinetic characteristics linked by the Arrhenius equation
Conjugated QSPR models for reactions integrate fundamental chemical laws expressed by
mathematical equations with machine learning algorithms. Herein we present a …
mathematical equations with machine learning algorithms. Herein we present a …
Quantitative structure-property relationship (QSPR) model for predicting acidities of ketones
Ketones are one of the most common functional groups, and ketone-containing compounds
are essential in both the nature and the chemical sciences. As such, the acidities (pKa) of …
are essential in both the nature and the chemical sciences. As such, the acidities (pKa) of …