C
Christoph Bernau
Researcher at Ludwig Maximilian University of Munich
Publications - 23
Citations - 437
Christoph Bernau is an academic researcher from Ludwig Maximilian University of Munich. The author has contributed to research in topics: Cross-validation & Normalization (statistics). The author has an hindex of 9, co-authored 21 publications receiving 355 citations. Previous affiliations of Christoph Bernau include Harvard University.
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Journal ArticleDOI
Comparative Meta-analysis of Prognostic Gene Signatures for Late-Stage Ovarian Cancer
Levi Waldron,Benjamin Haibe-Kains,Aedín C. Culhane,Markus Riester,Jie Ding,Xin Victoria Wang,Mahnaz Ahmadifar,Svitlana Tyekucheva,Christoph Bernau,Thomas Risch,Benjamin Frederick Ganzfried,Curtis Huttenhower,Michael J. Birrer,Giovanni Parmigiani +13 more
TL;DR: This work addresses outstanding controversies in the ovarian cancer literature and provides a reproducible framework for meta-analytic evaluation of gene signatures and confirms that these require improvement to be of clinical value.
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Cross-study validation for the assessment of prediction algorithms
Christoph Bernau,Markus Riester,Anne-Laure Boulesteix,Giovanni Parmigiani,Curtis Huttenhower,Levi Waldron,Lorenzo Trippa +6 more
TL;DR: This work develops and implements a systematic approach to ‘cross-study validation’, to replace or supplement conventional cross-validation when evaluating high-dimensional prediction models in independent datasets, and suggests that standard cross- validation produces inflated discrimination accuracy for all algorithms considered, when compared to cross- study validation.
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Impact of cranial and axillary/subclavian artery involvement by color duplex sonography on response to treatment in giant cell arteritis.
Michael Czihal,Anne Piller,Angelika Schroettle,Peter J. Kuhlencordt,Christoph Bernau,Hendrik Schulze-Koops,Ulrich Hoffmann +6 more
TL;DR: Extensive vascular involvement of both the temporal and subclavian/axillary arteries, as depicted by CDS, may be associated with a poor treatment response in GCA.
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Correcting the optimal resampling-based error rate by estimating the error rate of wrapper algorithms.
TL;DR: A new method is developed which is based on a decomposition of the unconditional error rate involving the tuning procedure, that is, the error rate of wrapper algorithms as introduced in the context of internal cross‐validation (ICV) by Varma and Simon.
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Impact of the postthrombotic syndrome on quality of life after primary upper extremity deep venous thrombosis.
TL;DR: Quality of life and functional performance are impaired in patients with a history of conservatively treated primary UEDVT, and Impairment is most pronounced in Patients with mild to moderate PTS occurring in every third patient.