The false discovery rate : its meaning, interpretation and application in data science için kapak resmi
Başlık:
The false discovery rate : its meaning, interpretation and application in data science
Yazar:
Galwey, Nick, author.
ISBN:
9781119889809

9781119889793

9781119889786
Fiziksel Tanımlama:
1 online resource (xi, 266 pages) : illustrations (some color)
Seri:
Statistics in practice

Statistics in practice.
İçerik:
The Meaning of the False Discovery Rate (FDR) -- Graphical Presentation of the FDR -- Application of the FDR to Multiple Hypothesis Testing in Real-World Data -- Alternative Approaches to the Multiple-Testing Problem -- The FDR in the Context of Bayesian Statistics -- Alternative Specifications of the FDR -- The FDR in Relation to an 'Uninteresting' Rather Than a Null Hypothesis -- Supplementation of p-Values with an Auxiliary Covariate: The Conditional FDR (cFDR) -- An FDR-Based Analogue of the Confidence Interval : The False Coverage Rate (FCR) -- The FDR as a Criterion for Sample Size Calculations.
Özet:
"By this time, such significance tests had become the mainstay of statistical data analysis in the biological and social sciences - a status that they still retain. However, it was apparent from the outset that there are conceptual problems associated with such tests. Firstly, the test does not address precisely the question that the researcher most wants to answer. The researcher is not primarily interested in the probability of their data set - in a sense its probability is irrelevant, as it is an event that has actually happened. What they really want to know is the probability of the hypothesis that the experiment was designed to test. This is the problem of 'inverse' or 'Bayesian' probability, the probability of things that are not - and cannot be - observed. Secondly, although the probability that a single experiment will give a significant result by coincidence is low, if more tests are conducted, the probability that at least one of them will do so increases"-- Provided by publisher.
Notlar:
John Wiley and Sons
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