Results 1 to 10 of about 1,534,989 (367)
Reproducibility in Learning [PDF]
arXiv, 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 underlying distribution.
R. Impagliazzo +3 more
arxiv +5 more sources
The Fundamental Principles of Reproducibility [PDF]
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2020 Reproducibility is a confused terminology. In this paper, I take a fundamental view on reproducibility rooted in the scientific method. The scientific method is analysed and characterised in order to develop the terminology required to define reproducibility.
arxiv +6 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
Challenges with Reproducibility [PDF]
Proceedings of the Reproducibility Workshop, 2017 ISBN:978-1-4503-5060 ...
Bajpai, Vaibhav +5 more
openaire +4 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
Why are Some Bugs Non-Reproducible? An Empirical Investigation using Data Fusion [PDF]
2020 IEEE International Conference on Software Maintenance and
Evolution (ICSME), 2021 Software developers attempt to reproduce software bugs to understand their erroneous behaviours and to fix them. Unfortunately, they often fail to reproduce (or fix) them, which leads to faulty, unreliable software systems. However, to date, only a little research has been done to better understand what makes the software bugs non-reproducible. In this
arxiv +1 more source
TorchMetrics - Measuring Reproducibility in PyTorch
Journal of Open Source Software, 2022 A main problem with reproducing machine learning publications is the variance of metric implementations across papers. A lack of standardization leads to different behavior in mechanisms such as checkpointing, learning rate schedulers or early stopping ...
N. Detlefsen +9 more
semanticscholar +1 more source