Probability estimation with machine learning methods for dichotomous and multicategory outcome: Applications

Probability estimation with machine learning methods for dichotomous and multicategory outcome: Theory

(2014) Jochen Kruppa et al.   BIOMETRICAL JOURNAL

Optimal weighted nearest neighbour classifiers

(2013) Richard J. Samworth   ANNALS OF STATISTICS

Difference of two dependent sensitivities and specificities: Comparison of various approaches

(2013) Daniela Wenzel et al.   BIOMETRICAL JOURNAL

Consumer credit risk: Individual probability estimates using machine learning

(2013) Jochen Kruppa et al.   EXPERT SYSTEMS WITH APPLICATIONS

A note on the evaluation of novel biomarkers: do not rely on integrated discrimination improvement and net reclassification index

(2013) Jørgen Hilden et al.   STATISTICS IN MEDICINE

Bidirectional discrimination with application to data visualization

(2012) H. Huang et al.   BIOMETRIKA

Risk estimation and risk prediction using machine-learning methods

(2012) Jochen Kruppa et al.   HUMAN GENETICS

Identifying representative trees from ensembles

(2012) Mousumi Banerjee et al.   STATISTICS IN MEDICINE

A clinical prediction rule for the diagnosis of coronary artery disease: validation, updating, and extension

(2011) T. S. S. Genders et al.   EUROPEAN HEART JOURNAL

Probability Machines

(2011) J. D. Malley et al.   METHODS OF INFORMATION IN MEDICINE

On safari to Random Jungle: a fast implementation of Random Forests for high-dimensional data

(2010) Daniel F. Schwarz et al.   BIOINFORMATICS

The behaviour of random forest permutation-based variable importance measures under predictor correlation

(2010) Kristin K Nicodemus et al.   BMC BIOINFORMATICS

On Graphically Checking Goodness-of-fit of Binary Logistic Regression Models

(2009) G. Gillmann et al.   METHODS OF INFORMATION IN MEDICINE

Patient-centered yes/no prognosis using learning machines

(2008) I.R. Konig et al.   International Journal of Data Mining and Bioinformatics

Sampling Uncertainty and Confidence Intervals for the Brier Score and Brier Skill Score

(2008) A. Allen Bradley et al.   WEATHER AND FORECASTING

Probability estimation for large-margin classifiers

(2007) J. Wang et al.   BIOMETRIKA