output
20172026
most citedPitfalls and potentials in simulation studies: Questionable research practices in comparative simulation studies allow for spurious claims of superiority of any method

36 citations

7 papers

stat.ME2026

Optimizing Complex Health Intervention Packages through the Learn-As-you-GO (LAGO) Design

Donna Spiegelman, Dong Roman Xu, Ante Bing +11

In the face of vast numbers of preventable deaths worldwide and gaping disparities in their distribution, we cannot afford to conduct null and inconclusive effectiveness and implem…

stat.ME2023★ 6 cited

Model-based causal feature selection for general response types

Lucas Kook, Sorawit Saengkyongam, Anton Rask Lundborg +2

Discovering causal relationships from observational data is a fundamental yet challenging task. Invariant causal prediction (ICP, Peters et al., 2016) is a method for causal featur…

stat.ME2023★ 1 cited

Replication of "null results" -- Absence of evidence or evidence of absence?

Samuel Pawel, Rachel Heyard, Charlotte Micheloud +1

In several large-scale replication projects, statistically non-significant results in both the original and the replication study have been interpreted as a "replication success".…

stat.ME2022★ 36 cited

Pitfalls and potentials in simulation studies: Questionable research practices in comparative simulation studies allow for spurious claims of superiority of any method

Samuel Pawel, Lucas Kook, Kelly Reeve

Comparative simulation studies are workhorse tools for benchmarking statistical methods. As with other empirical studies, the success of simulation studies hinges on the quality of…

q-bio.PE2021★ 12 cited

Effective Resistance for Pandemics: Mobility Network Sparsification for High-Fidelity Epidemic Simulation

Alexander M. Mercier, Samuel V. Scarpino, Cristopher Moore

Network science has increasingly become central to the field of epidemiology and our ability to respond to infectious disease threats. However, many networks derived from modern da…

stat.ME2020★ 32 cited

The assessment of replication success based on relative effect size

Leonhard Held, Charlotte Micheloud, Samuel Pawel

Replication studies are increasingly conducted in order to confirm original findings. However, there is no established standard how to assess replication success and in practice ma…