Summary Statistics Selection

Summary Statistics Selection is the systematic process of identifying and choosing a subset of informative features or metrics from simulated data that optimally capture the relevant information for performing accurate and efficient inference in simulation-based models while minimizing dimensionality and preserving inferential validity.

Publications

7.6K

Citations

436

Authors

222

Institutions

Publications per year

2017–2026

Parents

Simulation-based Inference

Publications

Defining minimal disease activity in psoriatic arthritis: a proposed objective target for treatment

Laura C. Coates, Jaap Fransen, Philip Helliwell · Annals of the Rheumatic Diseases · 2009 · 672 citations

Medicine, Clinical Sciences, Internal Medicine +17

Issues in the selection of a summary statistic for meta‐analysis of clinical trials with binary outcomes

Jonathan J Deeks · Statistics in Medicine · 2002 · 667 citations

Public Health, Biostatistics, Clinical Epidemiology +13

Constructing Summary Statistics for Approximate Bayesian Computation: Semi-Automatic Approximate Bayesian Computation

Paul Fearnhead, Dennis Prangle · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2012 · 596 citations · Full text

Natural Sciences, Computer Science, Mathematics +17

Measuring Alliances: the Correlates of War Formal Interstate Alliance Dataset, 1816–2000

Douglas M. Gibler, Meredith Reid Sarkees · Journal of Peace Research · 2004 · 455 citations

Social Sciences, Conflict Studies, International Relations +15

Bioinformatic processing of RAD‐seq data dramatically impacts downstream population genetic inference

Aaron B. A. Shafer, Claire Peart, Sergio Tusso et al. · Methods in Ecology and Evolution · 2016 · 375 citations

Life Sciences, Bioinformatics, Genetics +15

1–5 of 96

Authors

436

DP
Dennis Prangle
Newcastle University, United Kingdom
3 publications · 685 citations
3
h-index
JM
John M. Connor
Purdue University West Lafayette, United States
3 publications · 60 citations
3
h-index
PF
Paul Fearnhead
Lancaster University, United Kingdom
2 publications · 660 citations
2
h-index
MP
Maarten Pieter Schinkel
University of Amsterdam, Netherlands
2 publications · 96 citations
2
h-index
MC
Martin Carree
Maastricht University, Netherlands
2 publications · 96 citations
2
h-index

1–5 of 436

Institutions

222

1–8 of 222

Venues

SSRN Electronic Journal
Repository · 5 publications · 151 citations
5
h-index
PLoS ONE
5 publications · 298 citations
5
h-index
Statistical Applications in Genetics and Molecular Biology
SAGMB · 3 publications · 434 citations
3
h-index
PubMed
Repository · 3 publications · 125 citations
3
h-index
Journal of Peace Research
3 publications · 644 citations
3
h-index

1–5