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Dynamic SBI: round-free sequential simulation-based inference with adaptive datasets

Machine Learning: Science and Technology
Simulation-based inference (SBI) is emerging as a new statistical paradigm for addressing complex scientific inference problems. By leveraging the representational power of deep neural networks, SBI can extract the most informative simulation features ...
Huifang Lyu, James Alvey, Noemi Anau Montel, Mauro Pieroni, Christoph Weniger   +4 more
doaj   +1 more source

Some clarifications regarding statistical inference

Acta Obstetricia et Gynecologica Scandinavica, 2022
Andrew V. Frane
doaj   +1 more source

An open letter to evolutionary and human sciences; Statistics has moved on and so should we. A proposal for more transparent research, and some notes on p < 0.003

Quaternary Environments and Humans
Statistical reasoning and inference have become integral to how we reach conclusions as scientists. Few papers in evolutionary, biological, and human sciences, are published at present without at least one report of a p-value, or the term “statistically ...
Lloyd A. Courtenay
doaj   +1 more source

Privacy-Preserving Statistical Inference for Stochastic Frontier Analysis

Axioms
We present the first differentially private framework for stochastic frontier analysis (SFA), addressing the challenge of non-convex objectives in privacy-preserving efficiency estimation.
Mengxiang Quan, Yunquan Song, Xinmin Wang   +2 more
doaj   +1 more source

Statistical and scientific inference [PDF]

Journal of Internal Medicine, 2014
openaire   +2 more sources

Statistical Inference

Journal of the Royal Statistical Society Series B: Statistical Methodology, 1949
openaire   +2 more sources

Statistical Inference for Covariate-Adaptive Randomization Procedures With Missing Covariates. [PDF]

Stat Med
Tao Y, Zhang LX.
europepmc   +1 more source

MeLSI: Metric Learning for Statistical Inference in microbiome community composition analysis. [PDF]

mSystems
Bresette N, Ericsson AC, Woods C, Lin A-L.   +3 more
europepmc   +1 more source

Statistical inference for saved time based on disease progression curves in Alzheimer's disease research. [PDF]

Contemp Clin Trials Commun
Shan G, Zhang Y, Ding AA.
europepmc   +1 more source

Statistical Inference in Database Exploitation: Sample Size and Confounding Factors. [PDF]

Rev Neurol
Carazo-Díaz C, Prieto-Valiente L.
europepmc   +1 more source