Statistical Learning Methods | List of Frontiers open access articles

Original Research

Published on 13 Nov 2020

Identification of miRNA Biomarkers for Diverse Cancer Types Using Statistical Learning Methods at the Whole-Genome Scale

in Systems Biology Archive

Jnanendra Prasad Sarkar
Indrajit Saha
Adrian Lancucki
Nimisha Ghosh
Michal Wlasnowolski
Grzegorz Bokota
Ashmita Dey
Piotr Lipinski
Dariusz Plewczynski

Frontiers in Genetics

doi 10.3389/fgene.2020.00982

4,942 views
6 citations

Methods

Published on 07 Dec 2020

Instrument Bias Correction With Machine Learning Algorithms: Application to Field-Portable Mass Spectrometry

in Environmental Informatics and Remote Sensing

B. Loose
R. T. Short
S. Toler

Frontiers in Earth Science

doi 10.3389/feart.2020.537028

5,396 views
2 citations

Review

Published on 06 Oct 2017

Classical Statistics and Statistical Learning in Imaging Neuroscience

in Brain Imaging Methods

Danilo Bzdok

Frontiers in Neuroscience

doi 10.3389/fnins.2017.00543

36,449 views
176 citations

Original Research

Published on 24 Jan 2018

Exact Heat Kernel on a Hypersphere and Its Applications in Kernel SVM

in Mathematics of Computation and Data Science

Chenchao Zhao
Jun S. Song

Frontiers in Applied Mathematics and Statistics

doi 10.3389/fams.2018.00001

6,526 views
12 citations

Original Research

Published on 18 Sep 2019

Prediction of Gait Impairment in Toddlers Born Preterm From Near-Term Brain Microstructure Assessed With DTI, Using Exhaustive Feature Selection and Cross-Validation

in Motor Neuroscience

Katelyn Cahill-Rowley
Kornél Schadl
Rachel Vassar
Kristen W. Yeom
David K. Stevenson
Jessica Rose

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2019.00305

5,970 views
8 citations

Original Research

Published on 02 Feb 2015

Techniques for transferring host-pathogen protein interactions knowledge to new tasks

in Plant Pathogen Interactions

Meghana Kshirsagar
Sylvia Schleker
Jaime Carbonell
Judith Klein-Seetharaman

Frontiers in Microbiology

doi 10.3389/fmicb.2015.00036

7,997 views
21 citations

Articles

Identification of miRNA Biomarkers for Diverse Cancer Types Using Statistical Learning Methods at the Whole-Genome Scale

Instrument Bias Correction With Machine Learning Algorithms: Application to Field-Portable Mass Spectrometry

Classical Statistics and Statistical Learning in Imaging Neuroscience

Exact Heat Kernel on a Hypersphere and Its Applications in Kernel SVM

Prediction of Gait Impairment in Toddlers Born Preterm From Near-Term Brain Microstructure Assessed With DTI, Using Exhaustive Feature Selection and Cross-Validation

Techniques for transferring host-pathogen protein interactions knowledge to new tasks