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Dataset Shift in Machine Learning

Joaquin Quiñonero-Candela, Masashi Sugiyama, Anton Schwaighofer, and Neil D. Lawrence (eds)

Published in print:
2008
Published Online:
August 2013
ISBN:
9780262170055
eISBN:
9780262255103
Item type:
book
Publisher:
The MIT Press
DOI:
10.7551/mitpress/9780262170055.001.0001
Subject:
Computer Science, Machine Learning

Dataset shift is a common problem in predictive modeling that occurs when the joint distribution of inputs and outputs differs between training and test stages. Covariate shift, a particular case of ... More


The Reproducibility Crisis

Bradley E. Alger

in Defense of the Scientific Hypothesis: From Reproducibility Crisis to Big Data

Published in print:
2019
Published Online:
February 2021
ISBN:
9780190881481
eISBN:
9780190093761
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780190881481.003.0007
Subject:
Neuroscience, Techniques

This chapter reviews and evaluates reports that scientists often cannot repeat, or “reproduce” published work. It begins by defining what “reproducibility” means and how reproducibility applies to ... More


Publication Bias

R. Barker Bausell

in The Problem with Science: The Reproducibility Crisis and What to do About It

Published in print:
2021
Published Online:
February 2021
ISBN:
9780197536537
eISBN:
9780197536568
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780197536537.003.0002
Subject:
Psychology, Social Psychology

Publication bias, defined as a “tendency for positive results to be overrepresented in the published literature,” was recognized and bemoaned as early as the 17th century by the chemist Robert Boyle. ... More


Damage Control upon Learning That One’s Study Failed to Replicate

R. Barker Bausell

in The Problem with Science: The Reproducibility Crisis and What to do About It

Published in print:
2021
Published Online:
February 2021
ISBN:
9780197536537
eISBN:
9780197536568
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780197536537.003.0009
Subject:
Psychology, Social Psychology

But what happens to investigators whose studies fails to replicate? The answer is complicated by the growing use of social media by scientists and the tenor of the original investigators’ responses ... More


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