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Organizing and summarizing search results for you"The Garden of Forking Paths" is a term used by statistician Andrew Gelman to describe how scientists can make false discoveries when they do not pre-specify a data analysis plan and instead choose "one analysis for the particular data they saw". This flexibility has been referred to as ‘researcher degrees of freedom’ or ‘the garden of forking paths’ to reflect the fact that each decision during data processing and/or analysis will take the researcher down a different ‘path’.3 Sources Data-dependent analysis— a "garden offorking paths "— explains why many statistically significant comparisons don't hold up. Andrew Gelman and Eric Loken T here is a growing …
See results only from sites.stat.columbia.edup-hacking and the research …
The garden of forking paths: Why multiple comparisons can be a problem, even …
The problems with p-values …
Your garden of forking paths discussions are relevant to P-values used as a proxy …
The garden of forking paths…
Several researchers have relied on, or advocated for, internal meta-analysis, …
Forking paths - Department …
The point of the "forking paths" metaphor in statistics is that multiple comparisons …
The Garden of Forking Paths - Wikipedia
• In statistics, the garden of forking paths fallacy refers to how making a series of decisions along a large decision tree can lead to a higher false-positive rate in an experiment. Named by statistician Andrew Gelman, this concept references "The Garden of Forking Paths" to describe how scientists can make false discoveries when they do not pre-specify a data analysis plan and instead choose "one analysis for the particular data they saw."
Wikipedia · Text under CC-BY-SA license- Author: Jorge Luis Borges, Donald A. Yates, Robert R. Snapp
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The garden of forking paths: Why multiple comparisons can be a problem, even when there is no \ shing expedition" or \p-hacking" and the research hypothesis was posited ahead of time …
Forking paths problem - Wikipedia
The garden of forking paths is a problem in frequentist hypothesis testing through which researchers can unintentionally produce false positives for a tested hypothesis, through leaving themselves too many degrees of freedom. In contrast to fishing expeditions such as data dredging where only expected or apparently-significant results are published, this allows for a similar effect even when only one experiment is run, through a series of choices about how to implement met…
Wikipedia · Text under CC-BY-SA license[PDF] The garden of forking paths - Semantic Scholar
This work reframe recent conversations about the reliability of results from exploratory visual analytics—such as the multiple comparisons problem—in terms of Gelman and Loken’s …
Data-dependent analysis—a “garden of forking paths”— explains why many statistically significant comparisons don't hold up. There is a growing realization that reported “statistically significant” …
Andrew Gelman on Social Science, Small Samples, …
14 rows · Mar 20, 2017 · "The garden of forking paths: Why multiple comparisons can be a problem, even when there is no 'fishing expedition' or 'p-hacking' and the research hypothesis was posited ahead of time," by Andrew Gelman and Eric …
The garden of forking paths: Why multiple comparisons can be a …
Mar 16, 2021 · Several researchers have relied on, or advocated for, internal meta-analysis, which involves statistically aggregating multiple studies in a paper . . . Here we show that the validity …
The Garden of Forking Paths: Why Multiple Comparisons
The Statistical Crisis in Science Data-dependent analysis— a "garden of forking paths"— explains why many statistically significant comparisons don't hold up.
The point of the "forking paths" metaphor in statistics is that multiple comparisons can be a problem, even when there is no "fishing expedition" or "p-hacking" and the research …
Can someone help me understand Gelman's Garden of Forking …
There appear to be a couple different ways Gelman sees this problem occurring, which might be part of your confusion. The first mentioned one is "choosing your test based on the data", but …
The problems with p-values are not just with p-values: My …
Mar 7, 2016 · Your garden of forking paths discussions are relevant to P-values used as a proxy for the critical regions of hypothesis test procedures, because they affect the relative values of …
Garden of forking paths | FORRT - Framework for Open and …
Jul 19, 2024 · The garden of forking paths refers to the decisions during the scientific process that inflate the false-positive rate as a consequence of the potential paths which could have been …
The garden of forking paths: Why multiple comparisons can be a …
Jul 11, 2023 · Data-dependent analysis—a “garden of forking paths”— explains why many statistically significant comparisons don’t hold up.
We reframe recent con-versations about the reliability of results from exploratory visual analytics—such as the multiple comparisons problem—in terms of Gelman and Loken’s …
Data-dependent analysis—a "garden of forking paths"— explains …
Data-dependent analysis—a "garden of forking paths"— explains why many statistically significant comparisons don't hold up. At this point a huge number of possible comparisons could be …
The Garden of Forking Paths in Contingent Valuation
Aug 31, 2023 · The concept, introduced in Gelman, refers to the increase in false positives due to deciding which cleaning, encoding and analysis conduct after seeing the data, as opposed to …
"garden of forking paths"--explains why many statistically significant comparisons don't hold up Authors:Andrew Gelman and Eric Loken Date:Nov. 1, 2014 From:American Scientist(Vol. 102, …
The garden of forking paths - Cross Validated
Apr 20, 2021 · Andrew Gelman has written about this extensively on his blog The garden of forking paths (and search that blog). This is a big topic! One standard way to "solve" it is to say …
The Garden of Forking Paths in Visualization: A Design Space for ...
We reframe recent conversations about the reliability of results from exploratory visual analytics - such as the multiple comparisons problem-in terms of Gelman and Loken's garden of forking …
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