Predicting student outcomes using digital logs of learning behaviors: Review, current standards, and suggestions for future work
Using traces of behaviors to predict outcomes is useful in varied contexts ranging from buyer
behaviors to behaviors collected from smart-home devices. Increasingly, higher education …
behaviors to behaviors collected from smart-home devices. Increasingly, higher education …
High-dimensional LASSO-based computational regression models: regularization, shrinkage, and selection
Regression models are a form of supervised learning methods that are important for
machine learning, statistics, and general data science. Despite the fact that classical …
machine learning, statistics, and general data science. Despite the fact that classical …
Using lasso for predictor selection and to assuage overfitting: A method long overlooked in behavioral sciences
DM McNeish - Multivariate behavioral research, 2015 - Taylor & Francis
Ordinary least squares and stepwise selection are widespread in behavioral science
research; however, these methods are well known to encounter overfitting problems such …
research; however, these methods are well known to encounter overfitting problems such …
The finer details? The predictability of life outcomes from Big Five domains, facets, and nuances
Associations between personality traits and life outcomes are usually studied using the Big
Five domains and, occasionally, their facets. But recent research suggests these …
Five domains and, occasionally, their facets. But recent research suggests these …
Multiomics modeling of the immunome, transcriptome, microbiome, proteome and metabolome adaptations during human pregnancy
Motivation Multiple biological clocks govern a healthy pregnancy. These biological
mechanisms produce immunologic, metabolomic, proteomic, genomic and microbiomic …
mechanisms produce immunologic, metabolomic, proteomic, genomic and microbiomic …
3D convolutional neural networks for detection and severity staging of meniscus and PFJ cartilage morphological degenerative changes in osteoarthritis and anterior …
V Pedoia, B Norman, SN Mehany… - Journal of Magnetic …, 2019 - Wiley Online Library
Background Semiquantitative assessment of MRI plays a central role in musculoskeletal
research; however, in the clinical setting MRI reports often tend to be subjective and …
research; however, in the clinical setting MRI reports often tend to be subjective and …
[HTML][HTML] Assessing the thermal contributions of urban land cover types
Understanding the thermal contribution of urban land cover is crucial for alleviating urban
heat islands (UHIs). Extensive work has assessed this contribution by estimating the …
heat islands (UHIs). Extensive work has assessed this contribution by estimating the …
Successful explanations start with accurate descriptions: Questionnaire items as personality markers for more accurate predictions
A Seeboth, R Mõttus - European Journal of Personality, 2018 - journals.sagepub.com
Personality–outcome associations, typically represented using the Big Five personality
domains, are ubiquitous, but often weak and possibly driven by the constituents of these …
domains, are ubiquitous, but often weak and possibly driven by the constituents of these …
Improved prediction of bacterial genotype-phenotype associations using interpretable pangenome-spanning regressions
Discovery of genetic variants underlying bacterial phenotypes and the prediction of
phenotypes such as antibiotic resistance are fundamental tasks in bacterial genomics …
phenotypes such as antibiotic resistance are fundamental tasks in bacterial genomics …
Personalized prognostic prediction of treatment outcome for depressed patients in a naturalistic psychiatric hospital setting: A comparison of machine learning …
Objective: Research on predictors of treatment outcome in depression has largely derived
from randomized clinical trials involving strict standardization of treatments, stringent patient …
from randomized clinical trials involving strict standardization of treatments, stringent patient …