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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…

In this article, we draw on previous reports from physics, science education, and women's studies to propose a more nuanced treatment of gender in physics education research (PER). A growing body of PER examines gender differences in…

物理教育 · 物理学 2016-08-24 Adrienne L. Traxler , Ximena C. Cid , Jennifer Blue , Ramón Barthelemy

One source of software project challenges and failures is the systematic errors introduced by human cognitive biases. Although extensively explored in cognitive psychology, investigations concerning cognitive biases have only recently…

软件工程 · 计算机科学 2022-03-22 Rahul Mohanani , Iflaah Salman , Burak Turhan , Pilar Rodriguez , Paul Ralph

Background: Several researchers report the impact of gender on software development teams, especially in relation to women. In general, women are under-represented on these teams and face challenges and difficulties in their workplaces.…

软件工程 · 计算机科学 2023-04-25 Larissa Soares , Edna Canedo , Claudia Pereira , Carla Bezerra , Fabiana Mendes

At the intersection of the cutting-edge technologies and privacy concerns, Federated Learning (FL) with its distributed architecture, stands at the forefront in a bid to facilitate collaborative model training across multiple clients while…

机器学习 · 计算机科学 2025-09-03 Noorain Mukhtiar , Adnan Mahmood , Quan Z. Sheng

Software engineering is not only about technical solutions. To a large extent, it is also concerned with organizational issues, project management, and human behavior. There are serious gender issues that can severely limit the…

软件工程 · 计算机科学 2021-04-30 Karina Kohl , Rafael Prikladnicki

Scientific collaboration in almost every discipline is mainly driven by the need of sharing knowledge, expertise, and pooled resources. Science is becoming more complex which has encouraged scientists to involve more in collaborative…

社会与信息网络 · 计算机科学 2022-05-26 Anahita Hajibabaei , Andrea Schiffauerova , Ashkan Ebadi

Societal bias towards certain communities is a big problem that affects a lot of machine learning systems. This work aims at addressing the racial bias present in many modern gender recognition systems. We learn race invariant…

机器学习 · 计算机科学 2019-11-21 Komal K. Teru , Aishik Chakraborty

Context: Pre-publication peer review of scientific articles is considered a key element of the research process in software engineering, yet it is often perceived as not to work fully well. Objective: We aim at understanding the perceptions…

软件工程 · 计算机科学 2017-10-31 Lutz Prechelt , Daniel Graziotin , Daniel Méndez Fernández

As AI systems become more embedded in everyday life, the development of fair and unbiased models becomes more critical. Considering the social impact of AI systems is not merely a technical challenge but a moral imperative. As evidenced in…

机器学习 · 计算机科学 2025-10-03 Aida Tayebi , Ali Khodabandeh Yalabadi , Mehdi Yazdani-Jahromi , Ozlem Ozmen Garibay

The increasing use of Large Language Models (LLMs) in a large variety of domains has sparked worries about how easily they can perpetuate stereotypes and contribute to the generation of biased content. With a focus on gender and…

计算与语言 · 计算机科学 2025-07-28 Gioele Giachino , Marco Rondina , Antonio Vetrò , Riccardo Coppola , Juan Carlos De Martin

Despite the increasing number of women graduating in mathematics, a systemic gender imbalance persists and is signified by a pronounced gender gap in the distribution of active researchers and professors. Especially at the level of…

历史与综述 · 数学 2016-12-06 Helena Mihaljević-Brandt , Lucía Santamaría , Marco Tullney

Population analysis is crucial for ensuring that empirical software engineering (ESE) research is representative and its findings are valid. Yet, there is a persistent gap between sampling processes and the holistic examination of…

软件工程 · 计算机科学 2024-04-24 Jefferson Seide Molléri

This work describes a large-scale analysis of sentiment associations in popular word embedding models along the lines of gender and ethnicity but also along the less frequently studied dimensions of socioeconomic status, age, sexual…

计算机与社会 · 计算机科学 2020-07-01 David Rozado

A growing specter in the rise of machine learning is whether the decisions made by machine learning models are fair. While research is already underway to formalize a machine-learning concept of fairness and to design frameworks for…

机器学习 · 计算机科学 2020-09-28 Tao Zhang , Tianqing Zhu , Jing Li , Mengde Han , Wanlei Zhou , Philip S. Yu

Fairness in artificial intelligence (AI) has become a growing concern due to discriminatory outcomes in AI-based decision-making systems. While various methods have been proposed to mitigate bias, most rely on complete demographic…

计算机与社会 · 计算机科学 2025-11-18 Zichong Wang , Zhipeng Yin , Roland H. C. Yap , Wenbin Zhang

People are rated and ranked, towards algorithmic decision making in an increasing number of applications, typically based on machine learning. Research on how to incorporate fairness into such tasks has prevalently pursued the paradigm of…

机器学习 · 计算机科学 2019-02-07 Preethi Lahoti , Krishna P. Gummadi , Gerhard Weikum

Our society is plagued by several biases, including racial biases, caste biases, and gender bias. As a matter of fact, several years ago, most of these notions were unheard of. These biases passed through generations along with…

计算机视觉与模式识别 · 计算机科学 2023-05-04 Lavisha Aggarwal , Shruti Bhargava

The wide spread usage of automated data-driven decision support systems has raised a lot of concerns regarding accountability and fairness of the employed models in the absence of human supervision. Existing fairness-aware approaches tackle…

机器学习 · 计算机科学 2020-01-24 Vasileios Iosifidis , Thi Ngoc Han Tran , Eirini Ntoutsi

This review article provides an overview of research on the topic of gender equity in educational physics labs. As many institutions and instructors seek to evolve or transform physics lab learning, it is important that changes are made…

物理教育 · 物理学 2024-03-05 Danny Doucette , Chandralekha Singh
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