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Everything about Recursive partitioning
Recursive partitioning is a statistical method for multivariable analysis. Recursive partitioning creates a decision tree that strives to correctly classify members of the population by splitting it into sub-populations based on several dichotomous independent variables. The process is termed recursive because each sub-population may in turn be split an indefinite number of times until the splitting process terminates after a particular stopping criterion is reached. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Recursive partitioningA 5-minute orientation
- Skim a recent paper: Unbiased Recursive Partitioning Enables Robust and Reliable Outcome Prediction in Acute Spinal Cord InjuryInfluential work since 2022
- Pick up a classic book: Recursive partitioning and applicationsThe most-reprinted book on the subject
- Read the landmark paper: Unbiased Recursive Partitioning: A Conditional Inference FrameworkCited 3,277 times
- Go sideways: Clinical prediction ruleA closely related topic
- Go sideways: Ottawa ankle rulesA closely related topic
📖 Definitions
No dictionary entry for this exact phrase.
🗂️ The subject at a glance
🏆 Landmark papers (most cited)
Unbiased Recursive Partitioning: A Conditional Inference Framework
An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests.
Recursive partitioning analysis (RPA) of prognostic factors in three radiation therapy oncology group (RTOG) brain metastases trials
Recursive partitioning for heterogeneous causal effects
Recursive Partitioning Analysis of Prognostic Factors in Three Radiation Therapy Oncology Group Malignant Glioma Trials
🆕 Influential since 2022
Unbiased Recursive Partitioning Enables Robust and Reliable Outcome Prediction in Acute Spinal Cord Injury
Incorporating Supramaximal Resection into Survival Stratification of IDH-wildtype Glioblastoma: A Refined Multi-institutional Recursive Partitioning Analysis
Model-based Recursive Partitioning to Estimate Unfair Health Inequalities in the United Kingdom Household Longitudinal Study
Recursive partitioning analysis model for de novo metastatic nasopharyngeal carcinoma treated with locoregional radiotherapy following chemoimmunotherapy
Trees and forest. Recursive partitioning as an alternative to parametric regression models in social sciences
📚 Books worth reading
Recursive partitioning and applicationsHeping Zhang · 2010
Cultural psychology of recursive processesZachary Beckstead, Mariela Orozco · 2015- 📕Machine learning methods for commonsense reasoning processesXenia Naidenova · 2010
- 📕Using interactive recursive partitioning to improve rule-based expert systemsPeter M. Meyer · 1993
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
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