Results 11 to 20 of about 2,089,944 (391)
Reproducibility in learning [PDF]
Proceedings of the 54th Annual ACM SIGACT Symposium on Theory of Computing, 2022 We introduce the notion of a reproducible algorithm in the context of learning. A reproducible learning algorithm is resilient to variations in its samples — with high probability, it returns the exact same output when run on two samples from the same ...
R. Impagliazzo +3 more
semanticscholar +3 more sources
The Economics of Reproducibility in Preclinical Research
PLoS Biology, 2015 Low reproducibility rates within life science research undermine cumulative knowledge production and contribute to both delays and costs of therapeutic drug development.
Leonard P Freedman
exaly +2 more sources
Reproducible Econometric Simulations [PDF]
Journal of Econometric Methods, 2013 Reproducibility of economic research has attracted considerable attention in recent years. So far, the discussion has focused on reproducibility of empirical analyses.
Achim Zeileis, Christian Kleiber
core +13 more sources
Leakage and the Reproducibility Crisis in ML-based Science [PDF]
arXiv.org, 2022 The use of machine learning (ML) methods for prediction and forecasting has become widespread across the quantitative sciences. However, there are many known methodological pitfalls, including data leakage, in ML-based science.
Sayash Kapoor, Arvind Narayanan
semanticscholar +1 more source
Systematic Reviews, 2022 Background Autism spectrum disorder (ASD) is a neurodevelopmental condition associated with severe social communication, interaction, and sensory processing impairments.
Alana Castro Panzenhagen +8 more
doaj +1 more source
Registered report: the androgen receptor induces a distinct transcriptional program in castration-resistant prostate cancer in man [PDF]
PeerJ, 2015 The Prostate Cancer Foundation-Movember Foundation Reproducibility Initiative (PCFMFRI) seeks to address growing concerns about reproducibility in scientific research by conducting replications of recent papers in the field of prostate cancer.
Denise Chronscinski +5 more
doaj +2 more sources
SuperPlots: Communicating reproducibility and variability in cell biology [PDF]
Journal of Cell Biology, 2020 This Viewpoint proposes a simple way to highlight both experimental reproducibility and cell-to-cell variation, while avoiding pitfalls common in analysis of cell biology data.
Samuel J Lord +3 more
semanticscholar +2 more sources
Registered report: androgen receptor splice variants determine taxane sensitivity in prostate cancer [PDF]
PeerJ, 2015 The Prostate Cancer Foundation-Movember Foundation Reproducibility Initiative seeks to address growing concerns about reproducibility in scientific research by conducting replications of recent papers in the field of prostate cancer.
Xiaochuan Shan +7 more
doaj +2 more sources
Replication study: androgen receptor splice variants determine taxane sensitivity in prostate cancer [PDF]
PeerJ, 2018 In 2015, as part of the Prostate Cancer Foundation–Movember Foundation Reproducibility Initiative, we published a Registered Report (Shan et al., 2015) that described how we intended to replicate selected experiments from the paper “Androgen Receptor ...
Xiaochuan Shan +6 more
doaj +2 more sources