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Toward Generating Simpler QSAR Models: Nonlinear Multivariate Regression versus Several Neural Network Ensembles and Some Related Methods

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Evolutionary variable selection in regression and PLS analyses
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Genetic Algorithms in Molecular Modeling
inferredcites →https://doi.org/10.1016/s0097-8485(99)00059-5openalex-snapshot
A comparative QSAR study of benzamidines complement–inhibitory activity and benzene derivatives acute toxicity
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Neural network studies. 1. Comparison of overfitting and overtraining
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Unsupervised Forward Selection: A Method for Eliminating Redundant Variables
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Neural Network Studies. 2. Variable Selection
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Neural Network Studies. 3. Variable Selection in the Cascade-Correlation Learning Architecture
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Nonlinear Multivariate Regression Outperforms Several Concisely Designed Neural Networks on Three QSPR Data Sets
inferredcites →https://doi.org/10.1021/jm00163a023openalex-snapshot
Structure-activity relationships of antifilarial antimycin analogs: a multivariate pattern recognition study
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Synthesis and structure-activity relationships of new 7-[3-(fluoromethyl)piperazinyl]- and -(fluorohomopiperazinyl)quinolone antibacterials
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Cyclization-activated prodrugs. Basic esters of 5-bromo-2'-deoxyuridine

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Soft Drugs
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QSPR Using MOLGEN-QSPR: The Example of Haloalkane Boiling Points
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Melting Point Prediction Employing k -Nearest Neighbor Algorithms and Genetic Parameter Optimization
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Jackknife-Based Selection of Gram−Schmidt Orthogonalized Descriptors in QSAR
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Stochastic versus Stepwise Strategies for Quantitative Structure−Activity Relationship GenerationHow Much Effort May the Mining for Successful QSAR Models Take?
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Fuzzy Tricentric Pharmacophore Fingerprints. 2. Application of Topological Fuzzy Pharmacophore Triplets in Quantitative Structure−Activity Relationships
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Comparison of Quantitative Structure-Activity Relationship Model Performances on Carboquinone Derivatives
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Computational Intelligence Methods for Docking Scores
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Les triplets pharmacophoriques flous : développement et applications
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