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Online algorithms for detecting changepoints, or abrupt shifts in the behavior of a time series, are often deployed with limited resources, e.g., to edge computing settings such as mobile phones or industrial sensors. In these scenarios it…

Machine Learning · Statistics 2021-07-27 Gregory W. Gundersen , Diana Cai , Chuteng Zhou , Barbara E. Engelhardt , Ryan P. Adams

Context: Fairness in systems has emerged as a critical concern in software engineering, garnering increasing attention as the field has advanced in recent years. While several guidelines have been proposed to address fairness, achieving a…

Software Engineering · Computer Science 2026-01-01 Kessia Nepomuceno , Fabio Petrillo

The definition and implementation of fairness in automated decisions has been extensively studied by the research community. Yet, there hides fallacious reasoning, misleading assertions, and questionable practices at the foundations of the…

Computers and Society · Computer Science 2023-06-05 Robert Lee Poe , Soumia Zohra El Mestari

In today's digitally driven landscape, robust Information Technology (IT) risk assessment practices are essential for safeguarding systems, digital communication, and data. This paper introduces 'AssessITS', an actionable method designed to…

Cryptography and Security · Computer Science 2024-10-03 Mir Mehedi Rahman , Naresh Kshetri , Sayed Abu Sayeed , Md Masud Rana

When using machine learning to aid decision-making, it is critical to ensure that an algorithmic decision is fair and does not discriminate against specific individuals/groups, particularly those from underprivileged populations. Existing…

Machine Learning · Computer Science 2024-11-20 Yifei Wang , Zhengyang Zhou , Liqin Wang , John Laurentiev , Peter Hou , Li Zhou , Pengyu Hong

Recent regulatory proposals for artificial intelligence emphasize fairness requirements for machine learning models. However, precisely defining the appropriate measure of fairness is challenging due to philosophical, cultural and political…

Artificial Intelligence · Computer Science 2026-02-19 Caleb J. S. Barr , Olivia Erdelyi , Paul D. Docherty , Randolph C. Grace

We present an open digital ecosystem based on web-framework with a functional back-end server in user-centric energy retrofits. This data-driven web framework is proposed for building energy renovation benchmarking as part of an energy…

Computational Engineering, Finance, and Science · Computer Science 2023-09-22 Bokai Liu , Santhan Reddy Penaka , Weizhuo Lu , Kailun Feng , Anders Rebbling , Thomas Olofsson

Reliable operation is a central motivation for deploying renewable-based microgrids. This paper presents a systematic rapid review that positions reliability as the central organizing principle for microgrid design. Specifically, this…

Optimization and Control · Mathematics 2026-04-23 Mohammed Zeehan Saleheen , Markus Wagner , Reza Razzaghi , Hao Wang

Widely adopted for their scalability and flexibility, modern microservice systems present unique failure diagnosis challenges due to their independent deployment and dynamic interactions. This complexity can lead to cascading failures that…

Software Engineering · Computer Science 2025-01-15 Shenglin Zhang , Sibo Xia , Wenzhao Fan , Binpeng Shi , Xiao Xiong , Zhenyu Zhong , Minghua Ma , Yongqian Sun , Dan Pei

'Flare Likelihood and Region Eruption Forecasting (FLARECAST)' is a Horizon 2020 project, which realized a technological platform for machine learning algorithms, with the objective of providing the space weather community with a prediction…

Instrumentation and Methods for Astrophysics · Physics 2018-06-25 Michele Piana , Anna Maria Massone , Federico Benvenuto , Cristina Campi

Algorithmic fairness is receiving significant attention in the academic and broader literature due to the increasing use of predictive algorithms, including those based on artificial intelligence. One benefit of this trend is that algorithm…

Computers and Society · Computer Science 2020-01-28 Pratyush Garg , John Villasenor , Virginia Foggo

This paper describes a prototype system that integrates social media analysis into the European Flood Awareness System (EFAS). This integration allows the collection of social media data to be automatically triggered by flood risk warnings…

Information Retrieval · Computer Science 2019-04-25 V. Lorini , C. Castillo , F. Dottori , M. Kalas , D. Nappo , P. Salamon

The rapid growth of AI in robotics has amplified the need for high-quality, reusable datasets, particularly in human-robot interaction (HRI) and AI-embedded robotics. While more robotics datasets are being created, the landscape of open…

Information Retrieval · Computer Science 2025-06-03 Xingru Zhou , Sadanand Modak , Yao-Cheng Chan , Zhiyun Deng , Luis Sentis , Maria Esteva

Groundwater supports ecosystems, agriculture, and drinking water supplies worldwide, yet effective monitoring remains challenging due to sparse data, computational constraints, and delayed outputs from traditional approaches. We develop a…

Signal Processing · Electrical Eng. & Systems 2025-07-04 Chuan Li , Ruoxuan Yang

Advances in IoT technologies combined with new algorithms have enabled the collection and processing of high-rate multi-source data streams that quantify human behavior in a fine-grained level and can lead to deeper insights on individual…

Reanalysis datasets have become indispensable tools for wind resource assessment and wind power simulation, offering long-term and spatially continuous wind fields across large regions. However, they inherently contain systematic wind speed…

Atmospheric and Oceanic Physics · Physics 2025-11-10 Yan Wang , Simon C. Warder , Ellyess F. Benmoufok , Andrew Wynn , Oliver R. H. Buxton , Iain Staffell , Matthew D. Piggott

Amid accelerated digitalization, not only is the scale of data processing and storage increasing, but so too is the associated infrastructure load on the climate. Current climate models and environmental protocols almost entirely overlook…

Physics and Society · Physics 2025-07-22 Eldar Knar

FAIR data presupposes their successful communication between machines and humans while preserving their meaning and reference, requiring all parties involved to share the same background knowledge. Inspired by English as a natural language,…

Databases · Computer Science 2025-04-29 Lars Vogt , Philip Strömert , Nicolas Matentzoglu , Naouel Karam , Marcel Konrad , Manuel Prinz , Roman Baum

Modeling weather and climate is an essential endeavor to understand the near- and long-term impacts of climate change, as well as inform technology and policymaking for adaptation and mitigation efforts. In recent years, there has been a…

Machine Learning · Computer Science 2023-07-06 Tung Nguyen , Jason Jewik , Hritik Bansal , Prakhar Sharma , Aditya Grover

Homelessness is a social and health problem with great repercussions in Europe. Many non-governmental organisations help homeless people by collecting and analysing large amounts of information about them. However, these tasks are not…

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