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The replication crisis has prompted many to call for statistical reform within the psychological sciences. Here we examine issues within Frequentist statistics that may have led to the replication crisis, and we examine the…

统计方法学 · 统计学 2018-11-09 Lincoln J Colling , Denes Szucs

It is well known in bibliometrics that the average number of citations per paper differs greatly between the various disciplines. The differing citation culture (in particular the different average number of references per paper and thereby…

数字图书馆 · 计算机科学 2014-08-27 Werner Marx , Lutz Bornmann

Decisions in organizations are about evaluating alternatives and choosing the one that would best serve organizational goals. To the extent that the evaluation of alternatives could be formulated as a predictive task with appropriate…

人机交互 · 计算机科学 2022-06-30 Charles Wan , Rodrigo Belo , Leid Zejnilović

This study aims to understand how statistical biases affect the model's ability to generalize to in-distribution and out-of-distribution data on algorithmic tasks. Prior research indicates that transformers may inadvertently learn to rely…

机器学习 · 计算机科学 2024-09-11 John Mitros

Quantitative research relies heavily on coding, and coding errors are relatively common even in published research. In this paper, we examine whether individuals are more or less likely to check their code depending on the results they…

综合经济学 · 经济学 2025-09-26 Bruno Ferman , Lucas Finamor

Popularity bias is a well-known issue in recommender systems where few popular items are over-represented in the input data, while majority of other less popular items are under-represented. This disparate representation often leads to bias…

信息检索 · 计算机科学 2023-10-05 Masoud Mansoury , Finn Duijvestijn , Imane Mourabet

Forgetfulness is a common feature of nature. Moreover, without forgetfulness, repeatability would be impossible. Despite this, small systems constantly leak information about their state to their surroundings, and quantum mechanics tells us…

量子物理 · 物理学 2021-02-05 Pedro Figueroa-Romero

The iterative character of work in machine learning (ML) and artificial intelligence (AI) and reliance on comparisons against benchmark datasets emphasize the importance of reproducibility in that literature. Yet, resource constraints and…

数字图书馆 · 计算机科学 2024-05-08 Rochana R. Obadage , Sarah M. Rajtmajer , Jian Wu

Recent large language models have been trained on vast datasets, but also often on repeated data, either intentionally for the purpose of upweighting higher quality data, or unintentionally because data deduplication is not perfect and the…

Scientific retractions reflect issues within the scientific record, arising from human error or misconduct. Although gender differences in retraction rates have been previously observed in various contexts, no comprehensive study has…

数字图书馆 · 计算机科学 2025-07-24 Er-Te Zheng , Hui-Zhen Fu , Mike Thelwall , Zhichao Fang

Many studies demonstrate that there is still a significant gender bias, especially at higher career levels, in many areas including science, technology, engineering, and mathematics (STEM). We investigated field-dependent, gender-specific…

Copas' method corrects a pooled estimate from an aggregated data meta-analysis for publication bias. Its performance has been studied for one particular mechanism of publication bias. We show through simulations that Copas' method is not…

应用统计 · 统计学 2020-08-03 Osama Almalik , Zhuozhao Zhan , Edwin R. van den Heuvel

Given the ease of creating synthetic data from machine learning models, new models can be potentially trained on synthetic data generated by previous models. This recursive training process raises concerns about the long-term impact on…

机器学习 · 计算机科学 2024-12-24 Ananda Theertha Suresh , Andrew Thangaraj , Aditya Nanda Kishore Khandavally

We develop a model for the distribution of scientific citations. The model involves a dual mechanism: in the direct mechanism, the author of a new paper finds an old paper A and cites it. In the indirect mechanism, the author of a new paper…

物理与社会 · 物理学 2011-03-08 G. J. Peterson , S. Pressé , K. A. Dill

Phenomena as diverse as breeding bird populations, the size of U.S. firms, money invested in mutual funds, the GDP of individual countries and the scientific output of universities all show unusual but remarkably similar growth…

物理与社会 · 物理学 2010-05-03 Yonathan Schwarzkopf , Robert L. Axtell , J. Doyne Farmer

Humans' distinctive role in the world can largely be attributed to our capacity for iterated learning, a process by which knowledge is expanded and refined over generations. A range of theories seek to explain why humans are so adept at…

社会与信息网络 · 计算机科学 2025-12-02 Ben Prystawski , Dilip Arumugam , Noah D. Goodman

The widespread adoption of generative AI models has raised growing concerns about representational harm and potential discriminatory outcomes. Yet, despite growing literature on this topic, the mechanisms by which bias emerges - especially…

计算机视觉与模式识别 · 计算机科学 2025-06-12 Xiaofeng Zhang , Michelle Lin , Simon Lacoste-Julien , Aaron Courville , Yash Goyal

Power analyses are an important aspect of experimental design, because they help determine how experiments are implemented in practice. It is common to specify a desired level of power and compute the sample size necessary to obtain that…

统计方法学 · 统计学 2022-12-09 Zach Branson , Xinran Li , Peng Ding

With the increased interest in computational sciences, machine learning (ML), pattern recognition (PR) and big data, governmental agencies, academia and manufacturers are overwhelmed by the constant influx of new algorithms and techniques…

软件工程 · 计算机科学 2017-07-28 André Anjos , Laurent El-Shafey , Sébastien Marcel

It is now well established empirically that financial price changes are distributed according to a power law, with cubic exponent. This is a fascinating regularity, as it holds for various classes of securities, on various markets, and on…

统计金融 · 定量金融 2016-12-28 Sabiou Inoua
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