An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests.
paper
Cited
Public
- Authors
- Strobl, Carolin; Malley, James; Tutz, Gerhard
- Year
- 2009
- Journal
- Psychological methods
- PMID
- 19968396
- DOI
- 10.1037/a0016973
- PMCID
- PMC2927982
Recursive partitioning methods have become popular and widely used tools for nonparametric regression and classification in many scientific fields. Especially random forests, which can deal with large numbers of predictor variables even in the presence of complex interactions, have been applied successfully in genetics, clinical medicine, and bioinformatics within the past few years. High-dimensional problems are common not only in genetics, but also in some areas of psychological research, where only a few subjects can be measured because of time or cost constraints, yet a large amount of data is generated for each subject. Random forests have been shown to achieve a high prediction accuracy in such applications and to provide descriptive variable importance measures reflecting the impact of each variable in both main effects and interactions. The aim of this work is to introduce the principles of the standard recursive partitioning methods as well as recent methodological improvements, to illustrate their usage for low and high-dimensional data exploration, but also to point out limitations of the methods and potential pitfalls in their practical application. Application of the methods is illustrated with freely available implementations in the R system for statistical computing.
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| # | Section | Preview |
|---|---|---|
| 20 | The Methods β How Do Classification and Regression Trees Work? | The model can be displayed either as a tree, as in Figure 1 (left), or as a rectangular partition ofβ¦ |
| 21 | The Methods β How Do Classification and Regression Trees Work? | Note that the resulting partition is one of the main differences between classification trees and,β¦ |
| 22 | The Methods β How Do Classification and Regression Trees Work? | Of course there is a strong parallel between tree building and stepwise regression, where predictorsβ¦ |
| 23 | The Methods β How Do Classification and Regression Trees Work? | In contrast to this, in recursive partitioning only those interactions that are actually used in theβ¦ |
| 24 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | Both the CART algorithm of Breiman et al. (1984) and the C4.5 algorithm (and its predecessor ID3) ofβ¦ |
| 25 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | For selecting the splitting variable and cutpoint, both CART and C4.5 follow the approach ofβ¦ |
| 26 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | From this example we can see that, following the principle of impurity reduction, each split in theβ¦ |
| 27 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | While the principle of impurity reduction is intuitive and has added much to the popularity ofβ¦ |
| 28 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | Regardless of the split selection criterion, however, in each node the variable that is mostβ¦ |
| 29 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | After a split is conducted, the observations in the learning sample are divided into the differentβ¦ |
| 30 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | The term overfitting refers to the fact that a classifier that adapts too closely to the learningβ¦ |
| 31 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | This is evident, e.g., in the R2 statistic reflecting the portion of variance explained by theβ¦ |
| 32 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | In parametric models, a common strategy to deal with this problem is to use significance tests forβ¦ |
| 33 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | Advanced variable selection strategies, that have been developed for parametric models, employ modelβ¦ |
| 34 | The Methods β How Do Classification and Regression Trees Work? β Splitting and Stopping | Since information criteria such as the AIC and BIC are, however, not applicable to nonparametricβ¦ |
| 35 | The Methods β How Do Classification and Regression Trees Work? β Prediction and Interpretation of Classification and Regression Trees | Finally a response class is predicted in each terminal node of the tree (or each rectangular sectionβ¦ |
| 36 | The Methods β How Do Classification and Regression Trees Work? β Prediction and Interpretation of Classification and Regression Trees | Even though the idea of piecewise constant functions may appear very inflexible, such functions canβ¦ |
| 37 | The Methods β How Do Classification and Regression Trees Work? β Prediction and Interpretation of Classification and Regression Trees | The predicted response classes in our example are the majority class in each node in Figure 1β¦ |
| 38 | The Methods β How Do Classification and Regression Trees Work? β Prediction and Interpretation of Classification and Regression Trees | For classification problems it is also possible to predict an estimate of the class probabilitiesβ¦ |
| 39 | The Methods β How Do Classification and Regression Trees Work? β Prediction and Interpretation of Classification and Regression Trees | Reporting the predicted class probabilities more closely resembles the output of logistic regressionβ¦ |
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| Water Quality and Land Use Shape Bacterial Communities Across 621 Canadian Lakes. | Onana VE et al. | β | 2025 | β |
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| Comparative study of machine learning and statistical survival models for enhancing cervical cancer prognosis and risk factor assessment using SEER data. | Kolasseri AE et al. | β | 2024 | β |
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| Declining calcium concentration drives shifts toward smaller and less nutritious zooplankton in northern lakes. | BergstrΓΆm AK et al. | β | 2024 | β |
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| Developing and validating a machine learning model to predict multidrug-resistant <i>Klebsiella pneumoniae</i>-related septic shock. | Pan S et al. | β | 2024 | β |
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| Identifying Predictors of Inpatient Verbal Aggression in a Forensic Psychiatric Setting Using a Tree-based Modeling Approach. | Neumann M et al. | β | 2022 | β |
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| Prognostic analysis of pT1-T2aN0M0 cervical adenocarcinoma based on random survival forest analysis and the generation of a predictive nomogram. | Ouyang D et al. | β | 2022 | β |
| Real-world Antimicrobial Stewardship Experience in a Large Academic Medical Center: Using Statistical and Machine Learning Approaches to Identify Intervention "Hotspots" in an Antibiotic Audit and Feedback Program. | Goodman KE et al. | β | 2022 | β |
| Receptive Vocabulary of Children With Bilateral Cochlear Implants From 3 to 16 Years of Age. | Busch T et al. | β | 2022 | β |
| Relationship between electrocardiogram-based features and personality traits: Machine learning approach. | BoljaniΔ T et al. | β | 2022 | β |
| Sensory Capacities and Eating Behavior: Intriguing Results from a Large Cohort of Italian Individuals. | Concas MP et al. | β | 2022 | β |
| Sex differences in the intrinsic reading neural networks of Chinese children. | Liang X et al. | β | 2022 | β |
| Stratifying the Risk of Cardiovascular Disease in Obstructive Sleep Apnea Using Machine Learning. | Gourishetti SC et al. | β | 2022 | β |
| Supervised learning for analysing movement patterns in a virtual reality experiment. | Vogel F et al. | β | 2022 | β |
| The effects of exploratory behavior on physical activity in a common animal model of human disease, zebrafish (<i>Danio rerio</i>). | DePasquale C et al. | β | 2022 | β |
| The fall of the summer truffle: Recurring hot, dry summers result in declining fruitbody production of Tuber aestivum in Central Europe. | Steidinger BS et al. | β | 2022 | β |
| The First Year After Military Service: Predictors of U.S. Veterans' Suicidal Ideation. | Borowski S et al. | β | 2022 | β |
| The prevalence of stress-related outcomes and occupational well-being among emergency nurses in the Netherlands and the role of job factors: A regression tree analysis. | de Wijn AN et al. | β | 2022 | β |
| Thy-Wise: An interpretable machine learning model for the evaluation of thyroid nodules. | Jin Z et al. | β | 2022 | β |
| Trilled /r/ is associated with roughness, linking sound and touch across spoken languages. | Winter B et al. | β | 2022 | β |
| Unbiased Recursive Partitioning Enables Robust and Reliable Outcome Prediction in Acute Spinal Cord Injury. | Buri M et al. | β | 2022 | β |
| Using Decision Trees to Identify Salient Predictors of Cannabis-Related Outcomes. | Schwebel FJ et al. | β | 2022 | β |
| Using Machine Learning to Identify and Investigate Moderators of Alcohol Use Intervention Effects in Meta-Analyses. | Parr NJ et al. | β | 2022 | β |
| Using machine learning to identify important predictors of COVID-19 infection prevention behaviors during the early phase of the pandemic. | Van Lissa CJ et al. | β | 2022 | β |
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| Young Swiss men's risky single-occasion drinking: Identifying those who do not respond to stricter alcohol policy environments. | Foster S et al. | β | 2022 | β |
| 2018 Survey of factors associated with antimicrobial drug use and stewardship practices in adult cows on conventional California dairies: immediate post-Senate Bill 27 impact. | Ekong PS et al. | β | 2021 | β |
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| A comparison of the value of two machine learning predictive models to support bovine tuberculosis disease control in England. | Romero MP et al. | β | 2021 | β |
| A Contactless Method for Measuring Full-Day, Naturalistic Motor Behavior Using Wearable Inertial Sensors. | Franchak JM et al. | β | 2021 | β |
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| Application of Laser-Induced Breakdown Spectroscopy Coupled With Spectral Matrix and Convolutional Neural Network for Identifying Geographical Origins of <i>Gentiana rigescens</i> Franch. | Li X et al. | β | 2021 | β |
| Artificial Intelligence (AI) to the Rescue: Deploying Machine Learning to Bridge the Biorelevance Gap in Antioxidant Assays. | Idowu SO et al. | β | 2021 | β |
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| Clinical Decision Support Trees Can Help Optimize Utilization of Anaplasma phagocytophilum Nucleic Acid Amplification Testing. | Hamilton R et al. | β | 2021 | β |
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| Do cognition and other person-level characteristics determine housing outcomes among homeless-experienced adults with serious mental illness? | Gabrielian S et al. | β | 2021 | β |
| Establishment and Validation of an MTORC1 Signaling-Related Gene Signature to Predict Overall Survival in Patients with Hepatocellular Carcinoma. | Yao Z et al. | β | 2021 | β |
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| First molecular modelling report on tri-substituted pyrazolines as phosphodiesterase 5 (PDE5) inhibitors through classical and machine learning based multi-QSAR analysis. | Nandi S et al. | β | 2021 | β |
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| Frequency of and Factors Associated With Nonmedical Opioid Use Behavior Among Patients With Cancer Receiving Opioids for Cancer Pain. | Yennurajalingam S et al. | β | 2021 | β |
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| Geographic Origin Discrimination of Millet Using Vis-NIR Spectroscopy Combined with Machine Learning Techniques. | Kabir MH et al. | β | 2021 | β |
| Hippocampal and Parahippocampal Gray Matter Structural Integrity Assessed by Multimodal Imaging Is Associated with Episodic Memory in Old Age. | KΓΆhncke Y et al. | β | 2021 | β |
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| Influence of Spirituality, HIV Stigma and Education on HIV Knowledge in Rural African American Congregants in the Deep South: Additional Findings from Project FAITHH. | Cody SL et al. | β | 2021 | β |
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| Invasive species trait-based risk assessment for non-native freshwater fishes in a tropical city basin in Southeast Asia. | Chan J et al. | β | 2021 | β |
| Kinematics and observer-animator kinematic similarity predict mental state attribution from Heider-Simmel style animations. | Schuster BA et al. | β | 2021 | β |
| Machine learning models of tobacco susceptibility and current use among adolescents from 97 countries in the Global Youth Tobacco Survey, 2013-2017. | Kim N et al. | β | 2021 | β |
| May the best-sighted win? The relationship between visual function and performance in Para judo. | Krabben K et al. | β | 2021 | β |
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| Modeling and prediction of pressure injury in hospitalized patients using artificial intelligence. | Anderson C et al. | β | 2021 | β |
| Modeling Anthropogenic and Environmental Influences on Freshwater Harmful Algal Bloom Development Detected by MERIS Over the Central United States. | Iiames JS et al. | β | 2021 | β |
| Multi-shell Diffusion MRI Models for White Matter Characterization in Cerebral Small Vessel Disease. | Konieczny MJ et al. | β | 2021 | β |
| Novel statistical approaches to identify risk factors for soil-transmitted helminth infection in Timor-Leste. | Aw JYH et al. | β | 2021 | β |
| Open Application of Statistical and Machine Learning Models to Explore the Impact of Environmental Exposures on Health and Disease: An Asthma Use Case. | Lan B et al. | β | 2021 | β |
| Opioid Use Is More Common in Nonalcoholic Fatty Liver Disease Patients with Cirrhosis, Higher BMI, and Psychiatric Disease. | Moon AM et al. | β | 2021 | β |
| Optimal biomechanical parameters for measuring sclerotic chronic graft-versus-host disease. | Baker LX et al. | β | 2021 | β |
| Patient-specific IMRT QA verification using machine learning and gamma radiomics. | Lizar JC et al. | β | 2021 | β |
| Pre-deployment risk factors for PTSD in active-duty personnelΒ deployed to Afghanistan: a machine-learning approach for analyzing multivariate predictors. | Schultebraucks K et al. | β | 2021 | β |
| Predicting olfactory loss in chronic rhinosinusitis using machine learning. | Ramakrishnan VR et al. | β | 2021 | β |
| Predicting pathological complete response (pCR) after stereotactic ablative radiation therapy (SABR) of lung cancer using quantitative dynamic [<sup>18</sup>F]FDG PET and CT perfusion: a prospective exploratory clinical study. | Yang DM et al. | β | 2021 | β |
| Predicting performance at the group-phase and knockout-phase of the 2015 Rugby World Cup. | Bennett M et al. | β | 2021 | β |
| Predicting Sex-Specific Nonfatal Suicide Attempt Risk Using Machine Learning and Data From Danish National Registries. | Gradus JL et al. | β | 2021 | β |
| Predicting Students' Attitudes Toward Collaboration: Evidence From Structural Equation Model Trees and Forests. | Li J et al. | β | 2021 | β |
| Predicting the Cochlear Dead Regions Using a Machine Learning-Based Approach with Oversampling Techniques. | Chang YS et al. | β | 2021 | β |
| Predicting the rental value of houses in household surveys in Tanzania, Uganda and Malawi: Evaluations of hedonic pricing and machine learning approaches. | Embaye WT et al. | β | 2021 | β |
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| Random Forest-Based Prediction of Outcome and Mortality in Patients with Traumatic Brain Injury Undergoing Primary Decompressive Craniectomy. | Hanko M et al. | β | 2021 | β |
| Routine Blood Chemistry Predicts Functional Recovery After Traumatic Spinal Cord Injury: A Post Hoc Analysis. | Leister I et al. | β | 2021 | β |
| Sex-Specific Risk Profiles for Suicide Among Persons with Substance Use Disorders in Denmark. | Adams RS et al. | β | 2021 | β |
| Speech-Based Surgical Phase Recognition for Non-Intrusive Surgical Skills' Assessment in Educational Contexts. | GuzmΓ‘n-GarcΓa C et al. | β | 2021 | β |
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| Switch-reference and its role in referential choice in MbyΓ‘ GuaranΓ narratives. | Thomas G et al. | β | 2021 | β |
| The Impact of COVID 19 on University Staff and Students from Iberoamerica: Online Learning and Teaching Experience. | Jojoa M et al. | β | 2021 | β |
| The promise of machine learning in predicting treatment outcomes in psychiatry. | Chekroud AM et al. | β | 2021 | β |
| The Translational Machine: A novel machine-learning approach to illuminate complex genetic architectures. | Askland KD et al. | β | 2021 | β |
| Treatment of WHO Grade 2 Meningiomas With Stereotactic Radiosurgery: Identification of an Optimal Group for SRS Using RPA. | Kowalchuk RO et al. | β | 2021 | β |
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| A bio-economic simulation study on the association between key performance indicators and pluck lesions in Irish farrow-to-finish pig farms. | CalderΓ³n DΓaz JA et al. | β | 2020 | β |
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| A data-driven analysis, and its limitations, of the spatial flood archive of Flanders, Belgium to assess the impact of soil sealing on flood volume and extent. | Gabriels K et al. | β | 2020 | β |
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| A fair comparison of tree-based and parametric methods in multiple imputation by chained equations. | Slade E et al. | β | 2020 | β |
| A multi-scale, integrative modeling framework for setting conservation priorities at the catchment scale for the Freshwater Pearl Mussel Margaritifera margaritifera. | Baldan D et al. | β | 2020 | β |
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| Development and validation of a hypoxia-related gene signature to predict overall survival in early-stage lung adenocarcinoma patients. | Sun J et al. | β | 2020 | β |
| Development of novel in silico prediction model for drug-induced ototoxicity by using naΓ―ve Bayes classifier approach. | Zhang H et al. | β | 2020 | β |
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| Evaluating associations between early pregnancy trace elements mixture and 2nd trimester gestational glucose levels: A comparison of three statistical approaches. | Zheng Y et al. | β | 2020 | β |
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| Exploring Relationships Among Peripheral Amyloid Beta, Tau, Cytokines, Cognitive Function, and Psychosomatic Symptoms in Breast Cancer Survivors. | Henneghan A et al. | β | 2020 | β |
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| Growing Random Forests reveals that exposure and proficiency best account for individual variability in L2 (and L1) brain potentials for syntax and semantics. | Fromont LA et al. | β | 2020 | β |
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| Intratumor Heterogeneity of MYO18A and FBXW7 Variants Impact the Clinical Outcome of Stage III Colorectal Cancer. | Lin PC et al. | β | 2020 | β |
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| Predictors of Condomless Anal Intercourse in Young HIV-Positive Men Who Have Sex With Men With Detectable Viral Loads. | Hightow-Weidman L et al. | β | 2020 | β |
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| HIV-1 Subtypes and 5'LTR-Leader Sequence Variants Correlate with Seroconversion Status in Pumwani Sex Worker Cohort. | Sampathkumar R et al. | β | 2017 | β |
| Identification of Genes Involved in Breast Cancer Metastasis by Integrating Protein-Protein Interaction Information with Expression Data. | Tian X et al. | β | 2017 | β |
| III. STABILITY AND CHANGE IN CHILDREN'S EMOTIONAL AND BEHAVIORAL ADJUSTMENT AFTER THE BIRTH OF A SIBLING. | Volling BL et al. | β | 2017 | β |
| II. METHODS AND PROCEDURES FOR THE FAMILY TRANSITIONS STUDY. | Oh W et al. | β | 2017 | β |
| I. INTRODUCTION: UNDERSTANDING THE TRANSITION TO SIBLINGHOOD FROM A DEVELOPMENTAL PSYCHOPATHOLOGY AND ECOLOGICAL SYSTEMS PERSPECTIVE. | Volling BL | β | 2017 | β |
| Incorporating real-time traffic and weather data to explore road accident likelihood and severity in urban arterials. | Theofilatos A | β | 2017 | β |
| Intervention in prediction measure: a new approach to assessing variable importance for random forests. | Epifanio I | β | 2017 | β |
| Investigation of powered 2-wheeler accident involvement in urban arterials by considering real-time traffic and weather data. | Theofilatos A et al. | β | 2017 | β |
| Is Romantic Desire Predictable? Machine Learning Applied to Initial Romantic Attraction. | Joel S et al. | β | 2017 | β |
| IV. DEVELOPMENTAL TRAJECTORIES OF CHILDREN'S AGGRESSIVE BEHAVIORS AFTER THE BIRTH OF A SIBLING. | Volling BL et al. | β | 2017 | β |
| IX. DEVELOPMENTAL TRAJECTORIES OF CHILDREN'S SOMATIC COMPLAINTS AFTER THE BIRTH OF A SIBLING. | Beyers-Carlson E et al. | β | 2017 | β |
| Medical Conditions in the First Years of Life Associated with Future Diagnosis of ASD in Children. | Alexeeff SE et al. | β | 2017 | β |
| Memory Resilience to Alzheimer's Genetic Risk: Sex Effects in Predictor Profiles. | McDermott KL et al. | β | 2017 | β |
| Mid-Treatment Sleep Duration Predicts Clinically Significant Knee Osteoarthritis Pain reduction at 6 months: Effects From a Behavioral Sleep Medicine Clinical Trial. | Salwen JK et al. | β | 2017 | β |
| MTHFR Gene Polymorphism-Mutations and Air Pollution as Risk Factors for Breast Cancer: A Metaprediction Study. | Gonzales MC et al. | β | 2017 | β |
| MutS<i>Ξ±</i>'s Multi-Domain Allosteric Response to Three DNA Damage Types Revealed by Machine Learning. | Melvin RL et al. | β | 2017 | β |
| Myocardial infarction in the Wisconsin Longitudinal Study: the interaction among environmental, health, social, behavioural and genetic factors. | Gonzales TK et al. | β | 2017 | β |
| Neural Predictors of Initiating Alcohol Use During Adolescence. | Squeglia LM et al. | β | 2017 | β |
| Neuromyths in Music Education: Prevalence and Predictors of Misconceptions among Teachers and Students. | DΓΌvel N et al. | β | 2017 | β |
| Neurophysiology contributes to outcome prediction after cardiac arrest. | Kane N et al. | β | 2017 | β |
| Nomogram for Predicting Cardiovascular Mortality in Incident Peritoneal Dialysis Patients: An Observational Study. | Xia X et al. | β | 2017 | β |
| Novel approaches to assess the quality of fertility data stored in dairy herd management software. | Hermans K et al. | β | 2017 | β |
| Pediatric patients with traumatic epidural hematoma at low risk for deterioration and need for surgical treatment. | Flaherty BF et al. | β | 2017 | β |
| Posttraumatic symptoms among maltreated youth using classification and regression tree analysis. | Ross EH et al. | β | 2017 | β |
| Predicting the sources of impaired wh-question comprehension in non-fluent aphasia: A cross-linguistic machine learning study on Turkish and German. | Arslan S et al. | β | 2017 | β |
| Preprocedural Prediction Model for Contrast-Induced Nephropathy Patients. | Yin WJ et al. | β | 2017 | β |
| Prospects for Genomic Selection in Cassava Breeding. | Wolfe MD et al. | β | 2017 | β |
| Quantifying the Beauty of Words: A Neurocognitive Poetics Perspective. | Jacobs AM | β | 2017 | β |
| Regression tree analysis of ecological momentary assessment data. | Richardson B et al. | β | 2017 | β |
| Research Review: Multi-informant integration in child and adolescent psychopathology diagnosis. | Martel MM et al. | β | 2017 | β |
| Rethinking the Current American Joint Committee on Cancer TNM Staging System for Medullary Thyroid Cancer. | Adam MA et al. | β | 2017 | β |
| Soil nutrient maps of Sub-Saharan Africa: assessment of soil nutrient content at 250 m spatial resolution using machine learning. | Hengl T et al. | β | 2017 | β |
| Source identification of western Oregon Douglas-fir wood cores using mass spectrometry and random forest classification. | Finch K et al. | β | 2017 | β |
| Statistical Approaches to Address Multi-Pollutant Mixtures and Multiple Exposures: the State of the Science. | Stafoggia M et al. | β | 2017 | β |
| The efficacy of posterior plating and anterior column screw fixation in the management of T-shaped acetabular fractures - CART analysis of prospective cohort study. | Hammad AS et al. | β | 2017 | β |
| The quantified self during travel: mapping health in a prospective cohort of travellers. | Farnham A et al. | β | 2017 | β |
| Three Strategies for the Critical Use of Statistical Methods in Psychological Research. | Campitelli G et al. | β | 2017 | β |
| Tree-based Claims Algorithm for Measuring Pretreatment Quality of Care in Medicare Disabled Hepatitis C Patients. | Chirikov VV et al. | β | 2017 | β |
| Understanding interactions among cephalometrics variables during growth in untreated Class III subjects. | Auconi P et al. | β | 2017 | β |
| Using data mining techniques to predict the severity of bicycle crashes. | Prati G et al. | β | 2017 | β |
| Using data mining to predict success in a weight loss trial. | Batterham M et al. | β | 2017 | β |
| Using patient self-reports to study heterogeneity of treatment effects in major depressive disorder. | Kessler RC et al. | β | 2017 | β |
| V. DEVELOPMENTAL TRAJECTORIES OF CHILDREN'S ATTENTION PROBLEMS AFTER THE BIRTH OF A SIBLING. | Song JH et al. | β | 2017 | β |
| VI. DEVELOPMENTAL TRAJECTORIES OF CHILDREN'S ANXIETY AND DEPRESSION AFTER THE BIRTH OF A SIBLING. | Thomason E et al. | β | 2017 | β |
| VII. DEVELOPMENTAL TRAJECTORIES OF CHILDREN'S EMOTIONAL REACTIVITY AFTER THE BIRTH OF A SIBLING. | Kuo PX et al. | β | 2017 | β |
| VIII. DEVELOPMENTAL TRAJECTORIES OF CHILDREN'S WITHDRAWAL AFTER THE BIRTH OF A SIBLING. | Oh W et al. | β | 2017 | β |
| X. DEVELOPMENTAL TRAJECTORIES OF CHILDREN'S SLEEP PROBLEMS AFTER THE BIRTH OF A SIBLING. | Safyer P et al. | β | 2017 | β |
| XI. GENERAL DISCUSSION: CHILDREN'S ADJUSTMENT AND ADAPTATION FOLLOWING THE BIRTH OF A SIBLING. | Volling BL | β | 2017 | β |
| A Clinical Decision Tree to Predict Whether a Bacteremic Patient Is Infected With an Extended-Spectrum Ξ²-Lactamase-Producing Organism. | Goodman KE et al. | β | 2016 | β |
| A comparison of urban heat islands mapped using skin temperature, air temperature, and apparent temperature (Humidex), for the greater Vancouver area. | Ho HC et al. | β | 2016 | β |
| A global assessment of the social and conservation outcomes of protected areas. | Oldekop JA et al. | β | 2016 | β |
| A Machine Learning Approach for Hot-Spot Detection at Protein-Protein Interfaces. | Melo R et al. | β | 2016 | β |
| Analysing the impact of multiple stressors in aquatic biomonitoring data: A 'cookbook' with applications in R. | Feld CK et al. | β | 2016 | β |
| An examination of racial differences in 5-year survival of cervical cancer among African American and white American women in the southeastern US from 1985 to 2010. | Weragoda J et al. | β | 2016 | β |
| An itinerant sensory approach to investigate consumers' perception and acceptability at a food exhibition. | Torri L et al. | β | 2016 | β |
| An overview of multiphase cartilage mechanical modelling and its role in understanding function and pathology. | Klika V et al. | β | 2016 | β |
| A Pathway Based Classification Method for Analyzing Gene Expression for Alzheimer's Disease Diagnosis. | Voyle N et al. | β | 2016 | β |
| A Recursive Partitioning Method for the Prediction of Preference Rankings Based Upon Kemeny Distances. | D'Ambrosio A et al. | β | 2016 | β |
| Assessing sample representativeness in randomized controlled trials: application to the National Institute of Drug Abuse Clinical Trials Network. | Susukida R et al. | β | 2016 | β |
| Assessment of Carbon Stocks in the Topsoil Using Random Forest and Remote Sensing Images. | Kim J et al. | β | 2016 | β |
| Beyond mean pharyngeal constrictor dose for beam path toxicity in non-target swallowing muscles: Dose-volume correlates of chronic radiation-associated dysphagia (RAD) after oropharyngeal intensity modulated radiotherapy. | MD Anderson Head and Neck Cancer Symptom Working Group | β | 2016 | β |
| Biodiversity response to natural gradients of multiple stressors on continental margins. | Sperling EA et al. | β | 2016 | β |
| Combined Action Observation and Motor Imagery Neurofeedback for Modulation of Brain Activity. | Friesen CL et al. | β | 2016 | β |
| Comparison of parametric and machine methods for variable selection in simulated Genetic Analysis Workshop 19 data. | Holzinger ER et al. | β | 2016 | β |
| Decision tree modeling using R. | Zhang Z | β | 2016 | β |
| Detection of Independent Associations of Plasma Lipidomic Parameters with Insulin Sensitivity Indices Using Data Mining Methodology. | Kopprasch S et al. | β | 2016 | β |
| Determinants of per diem Hospital Costs in Mental Health. | Wolff J et al. | β | 2016 | β |
| Development and validation of a rapid assessment tool for malaria prevention. | Mangeni JN et al. | β | 2016 | β |
| Development of a CART Model to Predict the Synthesis of Cardiotoxic Daunorubicinol in Heart Tissue Samples From Donors With and Without Down Syndrome. | Hoefer CC et al. | β | 2016 | β |
| Differential efficacy of cognitive behavioral therapy and psychodynamic therapy for major depression: a study of prescriptive factors. | Driessen E et al. | β | 2016 | β |
| Divide and Conquer: Sub-Grouping of ASD Improves ASD Detection Based on Brain Morphometry. | Katuwal GJ et al. | β | 2016 | β |
| Drug Concentration Thresholds Predictive of Therapy Failure and Death in Children With Tuberculosis: Bread Crumb Trails in Random Forests. | Swaminathan S et al. | β | 2016 | β |
| Dual-targeted therapy with trastuzumab and lapatinib in treatment-refractory, KRAS codon 12/13 wild-type, HER2-positive metastatic colorectal cancer (HERACLES): a proof-of-concept, multicentre, open-label, phase 2 trial. | Sartore-Bianchi A et al. | β | 2016 | β |
| Early cytomegalovirus-specific T-cell response and estimated glomerular filtration rate identify patients at high risk of infection after renal transplantation. | Leone F et al. | β | 2016 | β |
| Evaluating the Rule of 10s in Cleft Lip Repair: Do Data Support Dogma? | Chow I et al. | β | 2016 | β |
| Factors Associated With Premature Exits From Supported Housing. | Gabrielian S et al. | β | 2016 | β |
| Finding structure in data using multivariate tree boosting. | Miller PJ et al. | β | 2016 | β |
| Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View. | Luo W et al. | β | 2016 | β |
| Heterogeneous Effects of Housing Vouchers on the Mental Health of US Adolescents. | Nguyen QC et al. | β | 2016 | β |
| Identification of Discrete Prognostic Groups in Ewing Sarcoma. | Karski EE et al. | β | 2016 | β |
| Impact of Resident Rotations on Critically Ill Patient Outcomes: Results of a French Multicenter Observational Study. | Chousterman BG et al. | β | 2016 | β |
| Improving Production of Treated and Untreated Verbs in Aphasia: A Meta-Analysis. | de Aguiar V et al. | β | 2016 | β |
| Inflammatory biomarkers and spontaneous preterm birth among obese women. | Wallenstein MB et al. | β | 2016 | β |
| Initiating maize pre-breeding programs using genomic selection to harness polygenic variation from landrace populations. | Gorjanc G et al. | β | 2016 | β |
| Iron Supplementation and Altitude: Decision Making Using a Regression Tree. | Garvican-Lewis LA et al. | β | 2016 | β |
| Item-focussed Trees for the Identification of Items in Differential Item Functioning. | Tutz G et al. | β | 2016 | β |
| Lifestyle correlates of overweight in adults: a hierarchical approach (the SPOTLIGHT project). | Roda C et al. | β | 2016 | β |
| Machine learning and data mining in complex genomic data--a review on the lessons learned in Genetic Analysis Workshop 19. | KΓΆnig IR et al. | β | 2016 | β |
| Magnetic resonance imaging of swallowing-related structures in nasopharyngeal carcinoma patients receiving IMRT: Longitudinal dose-response characterization of quantitative signal kinetics. | Messer JA et al. | β | 2016 | β |
| Model-Based Recursive Partitioning for Subgroup Analyses. | Seibold H et al. | β | 2016 | β |
| Oxytocin efficacy is modulated by dosage and oxytocin receptor genotype in young adults with high-functioning autism: a 24-week randomized clinical trial. | Kosaka H et al. | β | 2016 | β |
| Perceived Organizational Support for Enhancing Welfare at Work: A Regression Tree Model. | Giorgi G et al. | β | 2016 | β |
| Phenotyping: Using Machine Learning for Improved Pairwise Genotype Classification Based on Root Traits. | Zhao J et al. | β | 2016 | β |
| Post-fire vegetation and fuel development influences fire severity patterns in reburns. | Coppoletta M et al. | β | 2016 | β |
| Potential selection bias associated with using geocoded birth records for epidemiologic research. | Ha S et al. | β | 2016 | β |
| Prediction of occult lymph node metastasis in squamous cell carcinoma of the oral cavity and the oropharynx using peritumoral Prospero homeobox protein 1 lymphatic nuclear quantification. | Mermod M et al. | β | 2016 | β |
| Prediction of rebound phenomenon after removal of hemiepiphyseal staples in patients with idiopathic genu valgum deformity. | Park SS et al. | β | 2016 | β |
| Predictors of Sudden Cardiac Death in Doberman Pinschers with Dilated Cardiomyopathy. | KlΓΌser L et al. | β | 2016 | β |
| Predictors of treatment utilization and unmet treatment need among individuals with posttraumatic stress disorder from a national sample. | Nobles CJ et al. | β | 2016 | β |
| Quantitative analysis of the acoustic repertoire of southern right whales in New Zealand. | Webster TA et al. | β | 2016 | β |
| r2VIM: A new variable selection method for random forests in genome-wide association studies. | Szymczak S et al. | β | 2016 | β |
| Subarachnoid hemorrhage admissions retrospectively identified using a prediction model. | English SW et al. | β | 2016 | β |
| The number of inpatient consultations isΒ negatively correlated with patient satisfaction in patients with prolonged hospital stays. | Schmocker RK et al. | β | 2016 | β |
| The Quality of Rare Disease Registries: Evaluation and Characterization. | Coi A et al. | β | 2016 | β |
| The Random Forests statistical technique: An examination of its value for the study of reading. | Matsuki K et al. | β | 2016 | β |
| The Reliability of Classification of Terminal Nodes in GUIDE Decision Tree to Predict the Nonalcoholic Fatty Liver Disease. | Birjandi M et al. | β | 2016 | β |
| The sooner the better? An investigation into the role of age of onset and its relation with transfer and exposure in bilingual Frisian-Dutch children. | Blom E et al. | β | 2016 | β |
| The SURMetaGIT study: Design and rationale for a prospective pan-omics examination of the gastrointestinal response to Roux-en-Y gastric bypass surgery. | Sala P et al. | β | 2016 | β |
| Think Fast, Feel Fine, Live Long: A 29-Year Study of Cognition, Health, and Survival in Middle-Aged and Older Adults. | Aichele S et al. | β | 2016 | β |
| Tree-based identification of subgroups for time-varying covariate survival data. | Bertolet M et al. | β | 2016 | β |
| Tree Based Method for Aggregate Survival Data Modeling. | Shimokawa A et al. | β | 2016 | β |
| Typing pictures: Linguistic processing cascades into finger movements. | Scaltritti M et al. | β | 2016 | β |
| Understanding the role of personality and alexithymia in food preferences and PROP taste perception. | Robino A et al. | β | 2016 | β |
| Using CForest to Analyze Diffusion Tensor Imaging Data: A Study of White Matter Integrity in Healthy Aging. | McWhinney SR et al. | β | 2016 | β |
| Using Classification and Regression Trees (CART) to Identify Prescribing Thresholds for Cardiovascular Disease. | Schilling C et al. | β | 2016 | β |
| Using Propensity Score Methods To Assess Causal Effects of Mothers' Dieting Behavior on Daughters' Early Dieting Behavior. | Coffman DL et al. | β | 2016 | β |
| Varietal Dynamics and Yam Agro-Diversity Demonstrate Complex Trajectories Intersecting Farmers' Strategies, Networks, and Disease Experience. | Penet L et al. | β | 2016 | β |
| Which Diagnostic Criteria are Most Useful in Discriminating Between Social Gamblers and Individuals with Gambling Problems? An Examination of DSM-IV and DSM-5 Criteria. | Temcheff CE et al. | β | 2016 | β |
| Who does not get screened? A simple model of the complex relationships in mammogram non-attendance. | Sen CK et al. | β | 2016 | β |
| A diagnostic model for impending death in cancer patients: Preliminary report. | Hui D et al. | β | 2015 | β |
| Adverse cardiac events after orthotopic liver transplantation: a cross-sectional study in 389 consecutive patients. | Nicolau-Raducu R et al. | β | 2015 | β |
| A penalty approach to differential item functioning in Rasch models. | Tutz G et al. | β | 2015 | β |
| Are Mortality and Acute Morbidity in Patients Presenting With Nonspecific Complaints Predictable Using Routine Variables? | Jenny MA et al. | β | 2015 | β |
| A systematic approach to prioritize drug targets using machine learning, a molecular descriptor-based classification model, and high-throughput screening of plant derived molecules: a case study in oral cancer. | Randhawa V et al. | β | 2015 | β |
| A tutorial review: Metabolomics and partial least squares-discriminant analysis--a marriage of convenience or a shotgun wedding. | Gromski PS et al. | β | 2015 | β |
| Bayesian neural adjustment of inhibitory control predicts emergence of problem stimulant use. | HarlΓ© KM et al. | β | 2015 | β |
| Classification and regression tree analysis vs. multivariable linear and logistic regression methods as statistical tools for studying haemophilia. | Henrard S et al. | β | 2015 | β |
| Cognitive resilience to apolipoprotein E Ξ΅4: contributing factors in black and white older adults. | Kaup AR et al. | β | 2015 | β |
| Commentary: moving toward cost-effectiveness in using psychophysiological measures in clinical assessment: validity, decision making, and adding value. | Youngstrom EA et al. | β | 2015 | β |
| Development and Application of a Genetic Algorithm for Variable Optimization and Predictive Modeling of Five-Year Mortality Using Questionnaire Data. | Adams LJ et al. | β | 2015 | β |
| Distinct preoptic-BST nuclei dissociate paternal and infanticidal behavior in mice. | Tsuneoka Y et al. | β | 2015 | β |
| Drivers of nitrogen dynamics in ecologically based agriculture revealed by long-term, high-frequency field measurements. | Finney DM et al. | β | 2015 | β |
| Evaluation of random forest regression for prediction of breeding value from genomewide SNPs. | Sarkar RK et al. | β | 2015 | β |
| Evaluation of short-term predictors of glucose concentration in type 1 diabetes combining feature ranking with regression models. | Georga EI et al. | β | 2015 | β |
| Exploring the feasibility of smart phone microphone for measurement of acoustic voice parameters and voice pathology screening. | Uloza V et al. | β | 2015 | β |
| Genetic variation in the raptor gene is associated with overweight but not hypertension in American men of Japanese ancestry. | Morris BJ et al. | β | 2015 | β |
| How experimental errors influence drug metabolism and pharmacokinetic QSAR/QSPR models. | Wenlock MC et al. | β | 2015 | β |
| How the zebra got its stripes: a problem with too many solutions. | Larison B et al. | β | 2015 | β |
| Identification of individuals with ADHD using the Dean-Woodcock sensory motor battery and a boosted tree algorithm. | Finch HW et al. | β | 2015 | β |
| Identifying risk profiles for childhood obesity using recursive partitioning based on individual, familial, and neighborhood environment factors. | Van Hulst A et al. | β | 2015 | β |
| Impact of Anesthetic Predictors on Postpartum Hospital Length of Stay and Adverse Events Following Cesarean Delivery: A Retrospective Study in 840 Consecutive Parturients. | Oh TT et al. | β | 2015 | β |
| Individualized relapse prediction: Personality measures and striatal and insular activity during reward-processing robustly predict relapse. | Gowin JL et al. | β | 2015 | β |
| Letter to the Editor: On the term 'interaction' and related phrases in the literature on Random Forests. | Boulesteix AL et al. | β | 2015 | β |
| Limited influence of local and landscape factors on finescale gene flow in two pond-breeding amphibians. | Coster SS et al. | β | 2015 | β |
| Local and Landscape Correlates of Spider Activity Density and Species Richness in Urban Gardens. | Otoshi MD et al. | β | 2015 | β |
| Machine Learning Methods in Gastroenterology. | Facciorusso A et al. | β | 2015 | β |
| Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions. | Hengl T et al. | β | 2015 | β |
| Memory Effects on Movement Behavior in Animal Foraging. | Bracis C et al. | β | 2015 | β |
| Morphology delimits more species than molecular genetic clusters of invasive Pilosella. | Moffat CE et al. | β | 2015 | β |
| Mortality prediction in intensive care units with the Super ICU Learner Algorithm (SICULA): a population-based study. | Pirracchio R et al. | β | 2015 | β |
| Movement, resting, and attack behaviors of wild pumas are revealed by tri-axial accelerometer measurements. | Wang Y et al. | β | 2015 | β |
| Patterns and drivers of scattered tree loss in agricultural landscapes: orchard meadows in Germany (1968-2009). | Plieninger T et al. | β | 2015 | β |
| Patterns of health care utilization preceding a colorectal cancer diagnosis are strong predictors of dying quickly following diagnosis. | Urquhart R et al. | β | 2015 | β |
| Predicting Overall Survival After Stereotactic Ablative Radiation Therapy in Early-Stage Lung Cancer: Development and External Validation of the Amsterdam Prognostic Model. | Louie AV et al. | β | 2015 | β |
| Predicting the spread of aquatic invaders: insight from 200 years of invasion by zebra mussels. | Karatayev AY et al. | β | 2015 | β |
| Prediction of remission in obsessive compulsive disorder using a novel machine learning strategy. | Askland KD et al. | β | 2015 | β |
| Predictive modeling in pediatric traumatic brain injury using machine learning. | Chong SL et al. | β | 2015 | β |
| Prevalence of Internet gaming disorder in German adolescents: diagnostic contribution of the nine DSM-5 criteria in a state-wide representative sample. | Rehbein F et al. | β | 2015 | β |
| Prognostic biomarkers of IFNb therapy in multiple sclerosis patients. | Baranzini SE et al. | β | 2015 | β |
| Psychometric properties of the Nottwil Environmental Factors Inventory Short Form. | Ballert CS et al. | β | 2015 | β |
| RAD-QTL Mapping Reveals Both Genome-Level Parallelism and Different Genetic Architecture Underlying the Evolution of Body Shape in Lake Whitefish (Coregonus clupeaformis) Species Pairs. | Laporte M et al. | β | 2015 | β |
| Randomized Controlled Trial of Online Expressive Writing to Address Readjustment Difficulties Among U.S. Afghanistan and Iraq War Veterans. | Sayer NA et al. | β | 2015 | β |
| Rare disease registries classification and characterization: a data mining approach. | Santoro M et al. | β | 2015 | β |
| Rasch Trees: A New Method for Detecting Differential Item Functioning in the Rasch Model. | Strobl C et al. | β | 2015 | β |
| Rationale and Applications of Survival Tree and Survival Ensemble Methods. | Zhou Y et al. | β | 2015 | β |
| Role of intraoperative fluids on hospital length of stay in laparoscopic bariatric surgery: a retrospective study in 224 consecutive patients. | Nossaman VE et al. | β | 2015 | β |
| Screening for depression in epilepsy: a model of an enhanced screening tool. | Drinovac M et al. | β | 2015 | β |
| Sensitive Periods for Developing a Robust Trait of Appetitive Aggression. | KΓΆbach A et al. | β | 2015 | β |
| Serum metabolomic profiles evaluated after surgery may identify patients with oestrogen receptor negative early breast cancer at increased risk of disease recurrence. Results from a retrospective study. | Tenori L et al. | β | 2015 | β |
| Sparse Modeling Reveals miRNA Signatures for Diagnostics of Inflammatory Bowel Disease. | HΓΌbenthal M et al. | β | 2015 | β |
| Targeting dormant tuberculosis bacilli: results for molecules with a novel pyrimidone scaffold. | Joshi RR et al. | β | 2015 | β |
| The association between lesion location and functional outcome after ischemic stroke. | Yassi N et al. | β | 2015 | β |
| The effects of processing and sequence organization on the timing of turn taking: a corpus study. | Roberts SG et al. | β | 2015 | β |
| The phenotypic manifestations of rare genic CNVs in autism spectrum disorder. | Merikangas AK et al. | β | 2015 | β |
| Topographic and Bioclimatic Determinants of the Occurrence of Forest and Grassland in Tropical Montane Forest-Grassland Mosaics of the Western Ghats, India. | Das A et al. | β | 2015 | β |
| Using Classification and Regression Trees (CART) and random forests to analyze attrition: Results from two simulations. | Hayes T et al. | β | 2015 | β |
| Using decision trees for measuring gender equity in the timing of angiography in patients with acute coronary syndrome: a novel approach to equity analysis. | Bierman AS et al. | β | 2015 | β |
| Variable selection method for the identification of epistatic models. | Holzinger ER et al. | β | 2015 | β |
| Violent Offending Promotes Appetitive Aggression Rather than Posttraumatic Stress-A Replication Study with Burundian Ex-Combatants. | KΓΆbach A et al. | β | 2015 | β |
| Applying an ensemble classification tree approach to the prediction of completion of a 12-step facilitation intervention with stimulant abusers. | Doyle SR et al. | β | 2014 | β |
| A re-analysis of the relationship between "parasite stress" and authoritarianism. | Pollet TV | β | 2014 | β |
| Associations of novel genetic variations in the folate-related and ARID5B genes with the pharmacokinetics and toxicity of high-dose methotrexate in paediatric acute lymphoblastic leukaemia. | Csordas K et al. | β | 2014 | β |
| Beam path toxicity in candidate organs-at-risk: assessment of radiation emetogenesis for patients receiving head and neck intensity modulated radiotherapy. | Kocak-Uzel E et al. | β | 2014 | β |
| Bounceback branchpoints: using conditional inference trees to analyze readmissions. | Hartney M et al. | β | 2014 | β |
| Classification and regression trees for epidemiologic research: an air pollution example. | Gass K et al. | β | 2014 | β |
| Combat high or traumatic stress: violent offending is associated with appetitive aggression but not with symptoms of traumatic stress. | KΓΆbach A et al. | β | 2014 | β |
| Conditional inference trees: a method for predicting intimate partner violence. | Salis KL et al. | β | 2014 | β |
| Criteria for the diagnosis of fibromyalgia: validation of the modified 2010 preliminary American College of Rheumatology criteria and the development of alternative criteria. | Bennett RM et al. | β | 2014 | β |
| eRNA: a graphic user interface-based tool optimized for large data analysis from high-throughput RNA sequencing. | Yuan T et al. | β | 2014 | β |
| Estimation of a predictor's importance by Random Forests when there is missing data: risk prediction in liver surgery using laboratory data. | Hapfelmeier A et al. | β | 2014 | β |
| Exploring the relationship between access to water, sanitation and hygiene and soil-transmitted helminth infection: a demonstration of two recursive partitioning tools. | Gass K et al. | β | 2014 | β |
| Implementation strategies of Systems Medicine in clinical research and home care for cardiovascular disease patients. | Montecucco F et al. | β | 2014 | β |
| Improving Clinical Prediction of Bipolar Spectrum Disorders in Youth. | Frazier TW et al. | β | 2014 | β |
| Investigating the structure of semantic networks in low and high creative persons. | Kenett YN et al. | β | 2014 | β |
| Major depressive disorder subtypes to predict long-term course. | van Loo HM et al. | β | 2014 | β |
| Motivations for rule compliance in support of forest health: replication and extension. | Peterson K et al. | β | 2014 | β |
| Predicting cannabis abuse screening test (CAST) scores: a recursive partitioning analysis using survey data from Czech Republic, Italy, the Netherlands and Sweden. | Blankers M et al. | β | 2014 | β |
| Prediction of mortality in adult patients with severe acute lung failure receiving veno-venous extracorporeal membrane oxygenation: a prospective observational study. | Enger T et al. | β | 2014 | β |
| Pregnant women with posttraumatic stress disorder and risk of preterm birth. | Yonkers KA et al. | β | 2014 | β |
| Probability estimation with machine learning methods for dichotomous and multicategory outcome: theory. | Kruppa J et al. | β | 2014 | β |
| RandomForest4Life: a Random Forest for predicting ALS disease progression. | Hothorn T et al. | β | 2014 | β |
| Reasons for premature termination of dialectical behavior therapy for inpatients with borderline personality disorder. | KrΓΆger C et al. | β | 2014 | β |
| Relationships between age, other predictive variables, and the 90-day functional outcome after intravenous thrombolysis for acute ischemic stroke. | Gunathilake R et al. | β | 2014 | β |
| Single-subject anxiety treatment outcome prediction using functional neuroimaging. | Ball TM et al. | β | 2014 | β |
| Spillover of pH1N1 to swine in Cameroon: an investigation of risk factors. | Larison B et al. | β | 2014 | β |
| The effects of co-morbidity in defining major depression subtypes associated with long-term course and severity. | Wardenaar KJ et al. | β | 2014 | β |
| The musicality of non-musicians: an index for assessing musical sophistication in the general population. | MΓΌllensiefen D et al. | β | 2014 | β |
| The process and utility of classification and regression tree methodology in nursing research. | Kuhn L et al. | β | 2014 | β |
| Toward the application of functional neuroimaging to individualized treatment for anxiety and depression. | Ball TM et al. | β | 2014 | β |
| An empirical comparison of tree-based methods for propensity score estimation. | Watkins S et al. | β | 2013 | β |
| An omnibus permutation test on ensembles of two-locus analyses can detect pure epistasis and genetic heterogeneity in genome-wide association studies. | Setsirichok D et al. | β | 2013 | β |
| Are there pollination syndromes in the Australian epacrids (Ericaceae: Styphelioideae)? A novel statistical method to identify key floral traits per syndrome. | Johnson KA | β | 2013 | β |
| Baseline predictors of treatment outcome in Internet-based alcohol interventions: a recursive partitioning analysis alongside a randomized trial. | Blankers M et al. | β | 2013 | β |
| Combinations of stressors in midlife: examining role and domain stressors using regression trees and random forests. | Scott SB et al. | β | 2013 | β |
| Design, synthesis, structural characterization by IR, (1) H, (13) C, (15) N, 2D-NMR, X-ray diffraction and evaluation of a new class of phenylaminoacetic acid benzylidene hydrazines as pfENR inhibitors. | Samal RP et al. | β | 2013 | β |
| Developing model-based algorithms to identify screening colonoscopies using administrative health databases. | Sewitch MJ et al. | β | 2013 | β |
| Effectiveness, response, and dropout of dialectical behavior therapy for borderline personality disorder in an inpatient setting. | KrΓΆger C et al. | β | 2013 | β |
| Exploring the ecological processes driving geographical patterns of breeding bird richness in British Columbia, Canada. | Fitterer JL et al. | β | 2013 | β |
| Genomewide association for a dominant pigmentation gene in sheep. | Kijas JW et al. | β | 2013 | β |
| How representative is the ACTIVE sample? A statistical comparison of the ACTIVE sample and the HRS sample. | Prindle JJ et al. | β | 2013 | β |
| Inferring the inter-host transmission of influenza A virus using patterns of intra-host genetic variation. | Stack JC et al. | β | 2013 | β |
| Invited commentary: Off-roading with social epidemiology--exploration, causation, translation. | Glymour MM et al. | β | 2013 | β |
| Low 2D:4D values are associated with video game addiction. | Kornhuber J et al. | β | 2013 | β |
| Motivators and barriers to participating in health promotion behaviors in Black men. | Calvert WJ et al. | β | 2013 | β |
| Multiple transcription factor binding sites predict AID targeting in non-Ig genes. | Duke JL et al. | β | 2013 | β |
| Predicting recovery criteria for threatened and endangered plant species on the basis of past abundances and biological traits. | Neel MC et al. | β | 2013 | β |
| Random forest methodology for model-based recursive partitioning: the mobForest package for R. | Garge NR et al. | β | 2013 | β |
| Regional differences in seasonal timing of rainfall discriminate between genetically distinct East African giraffe taxa. | Thomassen HA et al. | β | 2013 | β |
| Relationship between financial impact and coverage of drugs in Australia. | Mauskopf J et al. | β | 2013 | β |
| Structural equation model trees. | Brandmaier AM et al. | β | 2013 | β |
| Synthesis and binary QSAR study of antitubercular quinolylhydrazides. | Manvar A et al. | β | 2013 | β |
| Tests of measurement invariance without subgroups: a generalization of classical methods. | Merkle EC et al. | β | 2013 | β |
| The association of genetic markers for type 2 diabetes with prediabetic status - cross-sectional data of a diabetes prevention trial. | Zyriax BC et al. | β | 2013 | β |
| The FIGS (focused identification of germplasm strategy) approach identifies traits related to drought adaptation in Vicia faba genetic resources. | Khazaei H et al. | β | 2013 | β |
| The relationship between individual resource realization and sociodemographic and clinical characteristics in mentally ill patients. | Hausberg MC et al. | β | 2013 | β |
| Video game telemetry as a critical tool in the study of complex skill learning. | Thompson JJ et al. | β | 2013 | β |
| Accounting for dispersal and biotic interactions to disentangle the drivers of species distributions and their abundances. | Boulangeat I et al. | β | 2012 | β |
| A Comparison of Logistic Regression, Logic Regression, Classification Tree, and Random Forests to Identify Effective Gene-Gene and Gene-Environmental Interactions. | Yoo W et al. | β | 2012 | β |
| Challenging false discovery rate: a partition test based on p values in human case-control association studies. | Ott J et al. | β | 2012 | β |
| Characteristics and anxiety symptom presentation associated with autism spectrum traits in youth with anxiety disorders. | Settipani CA et al. | β | 2012 | β |
| Coping with health stresses and remission from late-life depression in primary care: a two-year prospective study. | Wallace ML et al. | β | 2012 | β |
| Does the use of ingredients added to tobacco increase cigarette addictiveness?: a detailed analysis. | Sanders E et al. | β | 2012 | β |
| Factors driving mortality and growth at treeline: a 30-year experiment of 92 000 conifers. | Barbeito I et al. | β | 2012 | β |
| Multiplicative Forests for Continuous-Time Processes. | Weiss JC et al. | β | 2012 | β |
| Pathways to early coital debut for adolescent girls: a recursive partitioning analysis. | Pearson MR et al. | β | 2012 | β |
| Predictors of male microchimerism. | Kamper-JΓΈrgensen M et al. | β | 2012 | β |
| Selective attention to imagined facial ugliness is specific to body dysmorphic disorder. | Grocholewski A et al. | β | 2012 | β |
| Skin cancer concerns and genetic risk information-seeking in primary care. | Hay J et al. | β | 2012 | β |
| Testing surrogacy assumptions: can threatened and endangered plants be grouped by biological similarity and abundances? | Che-Castaldo JP et al. | β | 2012 | β |
| Young children fail to fully generalize a novel argument structure construction when exposed to the same input as older learners. | Boyd JK et al. | β | 2012 | β |
| Binary recursive partitioning: background, methods, and application to psychology. | Merkle EC et al. | β | 2011 | β |
| Factors associated with caregiver stability in permanent placements: a classification tree approach. | Proctor LJ et al. | β | 2011 | β |
| Predicting future depression in adolescents using the Short Mood and Feelings Questionnaire: a two-nation study. | McKenzie DP et al. | β | 2011 | β |
| Proteome sequence features carry signatures of the environmental niche of prokaryotes. | Smole Z et al. | β | 2011 | β |
| Third- and fourth-degree perineal lacerations: defining high-risk clinical clusters. | Hamilton EF et al. | β | 2011 | β |
| What contributes to perceived stress in later life? A recursive partitioning approach. | Scott SB et al. | β | 2011 | β |
| Is the Health of the Nation Outcome Scales appropriate for the assessment of symptom severity in patients with substance-related disorders? | Andreas S et al. | β | 2010 | β |