Handling Missing Data in Trees: Surrogate Splits or Statistical Imputation

The problem of disguised missing data

ACM SIGKDD Explorations Newsletter

Impact of imputation of missing values on classification error for discrete data

Pattern Recognition

Can k-NN imputation improve the performance of C4.5 with small software project data sets? A comparative evaluation

Journal of Systems and Software

An Investigation of Missing Data Methods for Classification Trees Applied to Binary Response Data

The Journal of Machine Learning Research

A data mining approach considering missing values for the optimization of semiconductor-manufacturing processes

Expert Systems with Applications: An International Journal

Recursive partitioning on incomplete data using surrogate decisions and multiple imputation

Computational Statistics & Data Analysis