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

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

(2014) Jochen Kruppa et al.   BIOMETRICAL JOURNAL

Optimal weighted nearest neighbour classifiers

(2013) Richard J. Samworth   ANNALS OF STATISTICS

A Novel Approach to Cardiovascular Health By Optimizing Risk Management (ANCHOR): Behavioural Modification in Primary Care Effectively Reduces Global Risk

(2013) Jafna L. Cox et al.   CANADIAN JOURNAL OF CARDIOLOGY

Consumer credit risk: Individual probability estimates using machine learning

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

Adaptively Weighted Large Margin Classifiers

(2013) Yichao Wu et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Regression trees for predicting mortality in patients with cardiovascular disease: What improvement is achieved by using ensemble-based methods?

(2012) Peter C. Austin et al.   BIOMETRICAL JOURNAL

Multicategory reclassification statistics for assessing improvements in diagnostic accuracy

(2012) J. Li et al.   BIOSTATISTICS

The impact of a disease management program (COACH) on the attainment of better cardiovascular risk control in dyslipidaemic patients at primary care centres (The DISSEMINATE Study): a randomised controlled trial

(2012) Francis Jude Selvaraj et al.   BMC Family Practice

European Guidelines on cardiovascular disease prevention in clinical practice (version 2012): The Fifth Joint Task Force of the European Society of Cardiology and Other Societies on Cardiovascular Disease Prevention in Clinical Practice (constituted by representatives of nine societies and by invited experts) * Developed with the special contribution of the European Association for Cardiovascular Prevention & Rehabilitation (EACPR)

(2012) et al.   EUROPEAN HEART JOURNAL

Random forests for genomic data analysis

(2012) Xi Chen et al.   GENOMICS

Risk estimation and risk prediction using machine-learning methods

(2012) Jochen Kruppa et al.   HUMAN GENETICS

Cardiovascular Risk Estimation in 2012: Lessons Learned and Applicability to the HIV Population

(2012) R. B. D'Agostino   JOURNAL OF INFECTIOUS DISEASES

Variance reduction in purely random forests

(2012) Robin Genuer   JOURNAL OF NONPARAMETRIC STATISTICS

Resolving confusion of tongues in statistics and machine learning: A primer for biologists and bioinformaticians

(2012) Maarten van Iterson et al.   PROTEOMICS

Leveraging external knowledge on molecular interactions in classification methods for risk prediction of patients

(2011) Christine Porzelius et al.   BIOMETRICAL JOURNAL

Reinforced Multicategory Support Vector Machines

(2011) Yufeng Liu et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Hard or Soft Classification? Large-Margin Unified Machines

(2011) Yufeng Liu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

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

On the layered nearest neighbour estimate, the bagged nearest neighbour estimate and the random forest method in regression and classification

(2010) Gérard Biau et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Robust Model-Free Multiclass Probability Estimation

(2010) Yichao Wu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Simultaneous analysis of Lasso and Dantzig selector

(2009) Peter J. Bickel et al.   ANNALS OF STATISTICS

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

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

Non-crossing large-margin probability estimation and its application to robust SVM via preconditioning

(2009) Yichao Wu et al.   Statistical Methodology

Patient-centered yes/no prognosis using learning machines

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

Optimal global rates of convergence for nonparametric regression with unbounded data

(2008) Michael Kohler et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Probability estimation for large-margin classifiers

(2007) J. Wang et al.   BIOMETRIKA