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Generalizability of Subgroup Effects [PDF]
Epidemiology, 2021 Generalizability methods are increasingly used to make inferences about the effect of interventions in target populations using a study sample. Most existing methods to generalize effects from sample to population rely on the assumption that subgroup-specific effects generalize directly.
Seamans, Marissa +4 more
openaire +5 more sources
Generalizability of experimental studies [PDF]
CoRRExperimental studies are a cornerstone of Machine Learning (ML) research. A common and often implicit assumption is that the study's results will generalize beyond the study itself, e.g., to new data. That is, repeating the same study under different conditions will likely yield similar results. Existing frameworks to measure generalizability, borrowed
Federico Matteucci +5 more
core +4 more sources
A causal framework for cross-cultural generalizability [PDF]
, 2022 Behavioral researchers increasingly recognize the need for more diverse samples that capture the breadth of human experience. Current attempts to establish generalizability across populations focus on threats to validity, constraints on generalization ...
Deffner, D. ; https://orcid.org/ +6 more
core +1 more source
Network Replicability & Generalizability
, 2022 OSF project for "Network Replicability & Generalizability: Exploring the Effects of Sampling Variability, Scale Variability, and Node ...
Arianne Constance Herrera-Bennett +1 more
core +8 more sources
Examining the generalizability of research findings from archival data [PDF]
, 2022 This initiative examined systematically the extent to which a large set of archival research findings generalizes across contexts. We repeated the key analyses for 29 original strategic management effects in the same context (direct reproduction) as well
Gordon M +12 more
core +1 more source
Attitude Towards Marketing Surveys: The Comparison of Student and Non-Student Samples
Istanbul Management Journal, 2022 Using student samples in marketing research is a debated issue. This study aims to test the differences in attitude towards surveys and marketing surveys between student and non-student samples, the variation differences in attitude towards surveys and ...
Ufuk Pala, Kalender Özcan Atılgan
doaj +1 more source
Assessing study generalizability
Materials associated with the manuscript "Statistical assessment of sample generalizability to a target ...
Holmes Finch
core +7 more sources
One for More: Selecting Generalizable Samples for Generalizable ReID Model
Proceedings of the AAAI Conference on Artificial Intelligence, 2021 Current training objectives of existing person Re-IDentification (ReID) models only ensure that the loss of the model decreases on selected training batch, with no regards to the performance on samples outside the batch. It will inevitably cause the model to over-fit the data in the dominant position (e.g., head data in imbalanced class, easy samples ...
Enwei Zhang +9 more
openaire +3 more sources
Generalizing Experimental Findings
Journal of Causal Inference, 2015 This note examines one of the most crucial questions in causal inference: “How generalizable are randomized clinical trials?” The question has received a formal treatment recently, using a non-parametric setting, and has led to a simple and general ...
Pearl Judea
doaj +1 more source