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Randomized boosting with multivariable base-learners for high-dimensional variable selection and prediction

BMC bioinformatics, 2021-09, Vol.22 (1), p.1-441, Article 441

2021

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Estimating effective infection fatality rates during the course of the COVID-19 pandemic in Germany

BMC public health, 2021-06, Vol.21 (1), p.1073-1073, Article 1073

2021

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Large-scale comparison of machine learning methods for drug target prediction on ChEMBL

Chemical science (Cambridge), 2018, Vol.9 (24), p.5441-5451

2018

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Model-based boosting in R: a hands-on tutorial using the R package mboost

Computational statistics, 2014-02, Vol.29 (1-2), p.3-35

2014

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gamboostLSS : An R Package for Model Building and Variable Selection in the GAMLSS Framework

Journal of statistical software, 2016-10, Vol.74 (1), p.1-31

2016

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Estimating the course of the COVID-19 pandemic in Germany via spline-based hierarchical modelling of death counts

Scientific reports, 2022-06, Vol.12 (1), p.9784-9784, Article 9784

2022

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Redundancy-aware unsupervised ranking based on game theory: Ranking pathways in collections of gene sets

PloS one, 2023-03, Vol.18 (3), p.e0282699-e0282699

2023

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Postoperative delirium is an independent factor influencing the length of stay of elderly patients in the intensive care unit and in hospital

Journal of anesthesia, 2022-06, Vol.36 (3), p.341-348

2022

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Latent class distributional regression for the estimation of non-linear reference limits from contaminated data sources

BMC bioinformatics, 2020-11, Vol.21 (1), p.524-524, Article 524

2020

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Generalized additive models for location, scale and shape for high dimensional data-a flexible approach based on boosting

Applied statistics, 2012-05, Vol.61 (3), p.403-427

2012

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Generalizability of polygenic prediction models: how is the R2 defined on test data?

BMC medical genomics, 2024-05, Vol.17 (1), p.1-132, Article 132

2024

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Effects of Omega-3 Fatty Acids on Postoperative Inflammatory Response: A Systematic Review and Meta-Analysis

Nutrients, 2023-07, Vol.15 (15), p.3414

2023

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The level of postoperative care influences mortality prediction by the POSPOM score: A retrospective cohort analysis

PloS one, 2021-09, Vol.16 (9), p.e0257829-e0257829

2021

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FABIA: factor analysis for bicluster acquisition

Bioinformatics, 2010-06, Vol.26 (12), p.1520-1527

2010

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IPF-LASSO: Integrative L1-Penalized Regression with Penalty Factors for Prediction Based on Multi-Omics Data

Computational and mathematical methods in medicine, 2017, Vol.2017 (2017), p.1-14

2017

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A statistical boosting framework for polygenic risk scores based on large-scale genotype data

Frontiers in genetics, 2023-01, Vol.13, p.1076440-1076440

2023

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Remotely delivered cognitive therapy for social anxiety disorder in adolescence: Preliminary efficacy evidence based on changes throughout treatment

Frontiers in psychology, 2023-01, Vol.13, p.915677-915677

2023

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Prospective, Blinded, Randomized Crossover Study of Gait Rehabilitation in Stroke Patients Using the Lokomat Gait Orthosis

Neurorehabilitation and neural repair, 2007-07, Vol.21 (4), p.307-314

2007

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Validation of the Preoperative Score to Predict Postoperative Mortality (POSPOM) in Germany

PloS one, 2021-01, Vol.16 (1), p.e0245841-e0245841

2021

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Variable Selection and Allocation in Joint Models via Gradient Boosting Techniques

Mathematics (Basel), 2023-01, Vol.11 (2), p.411

2023

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Prehospital misdiagnosis of acute cerebral disease for acute coronary syndrome: a retrospective study

Scandinavian journal of trauma, resuscitation and emergency medicine, 2022-12, Vol.30 (1), p.75-75, Article 75

2022

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Pharmacist-Led Medication Reviews to Identify and Collaboratively Resolve Drug-Related Problems in Psychiatry - A Controlled, Clinical Trial

PloS one, 2015-11, Vol.10 (11), p.e0142011-e0142011

2015

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Clinically relevant combined effect of polygenic background, rare pathogenic germline variants, and family history on colorectal cancer incidence

BMC medical genomics, 2023-03, Vol.16 (1), p.42-42, Article 42

2023

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Arginine vasopressin in 316 patients with advanced vasodilatory shock

Critical care medicine, 2005-11, Vol.33 (11), p.2659-2666

2005

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The Impact of Perioperative and Predisposing Risk Factors on the Development of Postoperative Delirium and a Possible Gender Difference

Geriatrics (Basel), 2022-06, Vol.7 (3), p.65

2022

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Randomized boosting with multivariable base-learners for high-dimensional variable selection and prediction

Estimating effective infection fatality rates during the course of the COVID-19 pandemic in Germany

Large-scale comparison of machine learning methods for drug target prediction on ChEMBL

Model-based boosting in R: a hands-on tutorial using the R package mboost

gamboostLSS : An R Package for Model Building and Variable Selection in the GAMLSS Framework

Estimating the course of the COVID-19 pandemic in Germany via spline-based hierarchical modelling of death counts

Redundancy-aware unsupervised ranking based on game theory: Ranking pathways in collections of gene sets

Postoperative delirium is an independent factor influencing the length of stay of elderly patients in the intensive care unit and in hospital

Latent class distributional regression for the estimation of non-linear reference limits from contaminated data sources

Generalized additive models for location, scale and shape for high dimensional data-a flexible approach based on boosting

Generalizability of polygenic prediction models: how is the R2 defined on test data?

Effects of Omega-3 Fatty Acids on Postoperative Inflammatory Response: A Systematic Review and Meta-Analysis

The level of postoperative care influences mortality prediction by the POSPOM score: A retrospective cohort analysis

FABIA: factor analysis for bicluster acquisition

IPF-LASSO: Integrative L1-Penalized Regression with Penalty Factors for Prediction Based on Multi-Omics Data

A statistical boosting framework for polygenic risk scores based on large-scale genotype data

Remotely delivered cognitive therapy for social anxiety disorder in adolescence: Preliminary efficacy evidence based on changes throughout treatment

Prospective, Blinded, Randomized Crossover Study of Gait Rehabilitation in Stroke Patients Using the Lokomat Gait Orthosis

Validation of the Preoperative Score to Predict Postoperative Mortality (POSPOM) in Germany

Variable Selection and Allocation in Joint Models via Gradient Boosting Techniques

Prehospital misdiagnosis of acute cerebral disease for acute coronary syndrome: a retrospective study

Pharmacist-Led Medication Reviews to Identify and Collaboratively Resolve Drug-Related Problems in Psychiatry - A Controlled, Clinical Trial

Clinically relevant combined effect of polygenic background, rare pathogenic germline variants, and family history on colorectal cancer incidence

Arginine vasopressin in 316 patients with advanced vasodilatory shock

The Impact of Perioperative and Predisposing Risk Factors on the Development of Postoperative Delirium and a Possible Gender Difference

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