Screening for linearly and nonlinearly related variables in predictive cheminformatic models

Author:

Hemmateenejad Bahram12ORCID,Baumann Knut2ORCID

Affiliation:

1. Chemistry Department; Shiraz University; Shiraz Iran

2. Institute of Medicinal and Pharmaceutical Chemistry; University of Technology Braunschweig; Braunschweig Germany

Funder

Shiraz University

Alexander von Humboldt-Stiftung

Publisher

Wiley

Subject

Applied Mathematics,Analytical Chemistry

Reference41 articles.

1. Descriptor selection methods in quantitative structure-activity relationship studies: a review study;Shahlaei;Chem. Rev.,2013

2. Choosing feature selection and learning algorithms in QSAR;Eklund;J. Chem. Inf. Model.,2014

3. Donoho D L. High-dimensional data: the curse and blessings of dimensionality 2000

4. Model-free feature screening for ultrahigh-dimensional data;Zhu;J. Am. Stat. Assoc.,2011

5. Chemometrics tools in QSAR/QSPR studies: a historical perspective;Yousefinejad;Chemom. Intell. Lab. Syst.,2015

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