Understanding the importance of key risk factors in predicting chronic bronchitic symptoms using a machine learning approach

Random forests and stochastic gradient boosting for predicting tree canopy cover: comparing tuning processes and model performance

(2016) Elizabeth A. Freeman et al.   CANADIAN JOURNAL OF FOREST RESEARCH

Peeking Inside the Black Box: Visualizing Statistical Learning With Plots of Individual Conditional Expectation

(2015) Alex Goldstein et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Prediction of Asthma Exacerbations in Children by Innovative Exhaled Inflammatory Markers: Results of a Longitudinal Study

(2015) Dillys van Vliet et al.   PLoS One

The identification of complex interactions in epidemiology and toxicology: a simulation study of boosted regression trees

(2014) Erik Lampa et al.   Environmental Health

Cost of near-roadway and regional air pollution–attributable childhood asthma in Los Angeles County

(2014) Sylvia Brandt et al.   JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY

Trends in cost and outcomes among adult and pediatric patients with asthma: 2000–2009

(2013) Junho Jang et al.   ANNALS OF ALLERGY ASTHMA & IMMUNOLOGY

Gradient boosting machines, a tutorial

(2013) Alexey Natekin et al.   Frontiers in Neurorobotics

Predictors of Symptoms Are Different From Predictors of Severe Exacerbations From Asthma in Children

(2011) Ann Chen Wu et al.   CHEST

Classification of repeated measurements data using tree-based ensemble methods

(2011) Werner Adler et al.   COMPUTATIONAL STATISTICS

Predicting asthma exacerbations in children

(2011) Erick Forno et al.   CURRENT OPINION IN PULMONARY MEDICINE

RE-EM trees: a data mining approach for longitudinal and clustered data

(2011) Rebecca J. Sela et al.   MACHINE LEARNING

Childhood Incident Asthma and Traffic-Related Air Pollution at Home 
and School

(2010) Rob McConnell et al.   ENVIRONMENTAL HEALTH PERSPECTIVES

Subacute Lack of Asthma Control and Acute Asthma Exacerbation History as Predictors of Subsequent Acute Asthma Exacerbations: Evidence From Managed Care Data

(2010) Richard D. O'Connor et al.   JOURNAL OF ASTHMA

Recent asthma exacerbations predict future exacerbations in children with severe or difficult-to-treat asthma

(2009) Tmirah Haselkorn et al.   JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY

Predictive learning via rule ensembles

(2008) Jerome H. Friedman et al.   Annals of Applied Statistics

Factors associated with asthma exacerbations during a long-term clinical trial of controller medications in children

(2008) Ronina A. Covar et al.   JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY