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Many published research results are false, and controversy continues over the roles of replication and publication policy in improving the reliability of research. Addressing these problems is frustrated by the lack of a formal framework…

其他统计学 · 统计学 2015-08-27 Richard McElreath , Paul E. Smaldino

Scientists in some fields are concerned that many, or even most, published results are false. A high rate of false positives might arise accidentally, from shoddy research practices. Or it might be the inevitable result of institutional…

物理与社会 · 物理学 2020-03-03 Alexander J. Stewart , Joshua B. Plotkin

An academic scientist's professional success depends on publishing. Publishing norms emphasize novel, positive results. As such, disciplinary incentives encourage design, analysis, and reporting decisions that elicit positive results and…

物理与社会 · 物理学 2012-05-29 Brian A. Nosek , Jeffrey R. Spies , Matt Motyl

Statistical hypothesis testing serves as statistical evidence for scientific innovation. However, if the reported results are intentionally biased, hypothesis testing no longer controls the rate of false discovery. In particular, we study…

统计方法学 · 统计学 2018-10-12 Junpei Komiyama , Takanori Maehara

Online social networks provide users with unprecedented opportunities to engage with diverse opinions. At the same time, they enable confirmation bias on large scales by empowering individuals to self-select narratives they want to be…

物理与社会 · 物理学 2020-01-22 Orowa Sikder , Robert E. Smith , Pierpaolo Vivo , Giacomo Livan

Publication bias and p-hacking are two well-known phenomena that strongly affect the scientific literature and cause severe problems in meta-analyses. Due to these phenomena, the assumptions of meta-analyses are seriously violated and the…

统计方法学 · 统计学 2020-02-26 Jonas Moss , Riccardo De Bin

Confirmation bias is a cognitive bias that adversely affects management decisions, and mathematical modelling is an aid to its detailed understanding. Bias in opinion update about the value of a parameter is modelled here assuming that…

其他统计学 · 统计学 2022-02-08 Rose D Baker

Established frameworks to understand problems with reproducibility in science begin with the relationship between our understanding of the prior probability of a claim and the statistical certainty that should be demanded of it, and explore…

其他统计学 · 统计学 2022-05-30 Maria Chikina , Wesley Pegden

Researchers are more likely to share notable findings. As a result, published findings tend to overstate the magnitude of real-world phenomena. This bias is a natural concern for asset pricing research, which has found hundreds of return…

综合金融 · 定量金融 2023-09-22 Andrew Y. Chen , Tom Zimmermann

Publication bias arises whenever the probability that a study is published depends on the statistical significance of its results. This bias, often called the file-drawer effect since the unpublished results are imagined to be tucked away…

数据分析、统计与概率 · 物理学 2007-05-23 Jeffrey D. Scargle

In this modern era, communication has become faster and easier. This means fallacious information can spread as fast as reality. Considering the damage that fake news kindles on the psychology of people and the fact that such news…

信息检索 · 计算机科学 2019-11-25 Amey Parundekar , Susan Elias , Ashwin Ashok

The recent proliferation of "fake news" has triggered a number of responses, most notably the emergence of several manual fact-checking initiatives. As a result and over time, a large number of fact-checked claims have been accumulated,…

计算与语言 · 计算机科学 2020-05-14 Shaden Shaar , Giovanni Da San Martino , Nikolay Babulkov , Preslav Nakov

We propose a belief-formation model where agents attempt to discriminate between two theories, and where the asymmetry in strength between confirming and disconfirming evidence tilts beliefs in favor of theories that generate strong (and…

综合经济学 · 经济学 2023-10-13 Olivier Compte

As scientists we like to think that modern societies and their members base their views, opinions and behaviour on scientific facts. This is not necessarily the case, even though we are all (over-) exposed to information flow through…

物理与社会 · 物理学 2014-06-04 Gerardo Iñiguez , Julia Tagüeña-Martínez , Kimmo K. Kaski , R. A. Barrio

The study of belief change has been an active area in philosophy and AI. In recent years two special cases of belief change, belief revision and belief update, have been studied in detail. Roughly, revision treats a surprising observation…

人工智能 · 计算机科学 2013-02-18 Nir Friedman , Joseph Y. Halpern

We propose a collective opinion formation model with a so-called confirmation bias. The confirmation bias is a psychological effect with which, in the context of opinion formation, an individual in favor of an opinion is prone to…

物理与社会 · 物理学 2013-06-24 Ryosuke Nishi , Naoki Masuda

Fighting misinformation is a challenging, yet crucial, task. Despite the growing number of experts being involved in manual fact-checking, this activity is time-consuming and cannot keep up with the ever-increasing amount of Fake News…

计算与语言 · 计算机科学 2023-08-30 Daniel Russo , Serra Sinem Tekiroglu , Marco Guerini

Adopting the scientific method a theoretical model is proposed as foundation for information science and technology, extending the existing theory of signaling: a fact f becomes known in a physical system only following the success of a…

其他计算机科学 · 计算机科学 2009-02-01 A. P. Young

Popularity bias is a long-standing challenge in recommender systems. Such a bias exerts detrimental impact on both users and item providers, and many efforts have been dedicated to studying and solving such a bias. However, most existing…

信息检索 · 计算机科学 2022-08-03 Ziwei Zhu , Yun He , Xing Zhao , James Caverlee

The accuracy of published medical research is critical both for scientists, physicians and patients who rely on these results. But the fundamental belief in the medical literature was called into serious question by a paper suggesting most…

应用统计 · 统计学 2013-01-17 Leah R. Jager , Jeffrey T. Leek
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