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   Articles with "data centric" as a keyword



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Towards Data-centric Decision Making for Smart Infrastructure: Data and Its Challenges

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recommendations! Published in 2020 at "IFAC-PapersOnLine"

DOI: 10.1016/j.ifacol.2020.11.014

Abstract: Abstract Smart infrastructure has the potential to revolutionise how infrastructure is delivered, managed and automatically controlled. Data and digital twins offer an opportunity for this purpose. However, before using data to aid stakeholders for their… read more here.

Keywords: data centric; smart infrastructure; infrastructure; decision making ... See more keywords

Data-Centric Approach for Modeling the Adsorption of Small Gas Molecules on Granular Activated Carbons.

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recommendations! Published in 2025 at "Environmental science & technology"

DOI: 10.1021/acs.est.4c12168

Abstract: Data-driven models are increasingly employed in gas adsorption studies, optimizing adsorption and elucidating mechanisms. Yet, the importance of high-quality data sets, which is crucial for modeling, is often underexplored. Focusing on small gas molecule adsorption,… read more here.

Keywords: quality; small gas; data centric; adsorption ... See more keywords

A data centric HitL framework for conducting a systematic error analysis of NLP datasets using explainable AI

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recommendations! Published in 2025 at "Scientific Reports"

DOI: 10.1038/s41598-025-13452-y

Abstract: The interest in data-centric AI has been recently growing. As opposed to model-centric AI, data-centric approaches aim at iteratively and systematically improving the data throughout the model life cycle rather than in a single pre-processing… read more here.

Keywords: framework; data centric; analysis; nlp datasets ... See more keywords

Roadmap on data-centric materials science

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recommendations! Published in 2024 at "Modelling and Simulation in Materials Science and Engineering"

DOI: 10.1088/1361-651x/ad4d0d

Abstract: Science is and always has been based on data, but the terms ‘data-centric’ and the ‘4th paradigm’ of materials research indicate a radical change in how information is retrieved, handled and research is performed. It… read more here.

Keywords: data centric; science; centric materials; research ... See more keywords

A Platform for Data-Centric, Continuous Epidemiological Analyses (EpiGraphHub): Descriptive Analysis

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recommendations! Published in 2022 at "Journal of Medical Internet Research"

DOI: 10.1101/2022.04.19.22274026

Abstract: Guaranteeing durability, provenance, accessibility, and trust in open datasets can be challenging for researchers and organizations that rely on public repositories of data critical to epidemiology and other health analytics. Not only are the required… read more here.

Keywords: platform; health; platform data; continuous epidemiological ... See more keywords

Clinically Relevant Sound-Based Features in COVID-19 Identification: Robustness Assessment With a Data-Centric Machine Learning Pipeline

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recommendations! Published in 2022 at "IEEE Access"

DOI: 10.1109/access.2022.3211295

Abstract: As long as the COVID-19 pandemic is still active in most countries worldwide, rapid diagnostic continues to be crucial to mitigate the impact of seasonal infection waves. Commercialized rapid antigen self-tests proved they cannot handle… read more here.

Keywords: covid identification; sound based; identification; centric machine ... See more keywords

Opportunities and Challenges in Data-Centric AI

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recommendations! Published in 2024 at "IEEE Access"

DOI: 10.1109/access.2024.3369417

Abstract: Artificial intelligence (AI) systems are trained to solve complex problems and learn to perform specific tasks by using large volumes of data, such as prediction, classification, recognition, decision-making, etc. In the past three decades, AI… read more here.

Keywords: challenges data; data centric; model centric; research ... See more keywords

MathNet: A Data-Centric Approach for Printed Mathematical Expression Recognition

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recommendations! Published in 2024 at "IEEE Access"

DOI: 10.1109/access.2024.3404834

Abstract: Printed mathematical expression recognition (MER) models are usually trained and tested using LaTeX-generated mathematical expressions (MEs) as input and the LaTeX source code as ground truth. As the same ME can be generated by various… read more here.

Keywords: expression recognition; mathematical expression; data centric; printed mathematical ... See more keywords

Data-Centric Fine-Tuning of Small Language Models for Automatic Extraction of Technical Requirements

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recommendations! Published in 2025 at "IEEE Access"

DOI: 10.1109/access.2025.3591739

Abstract: Training small language models for specific tasks often encounters a significant challenge: the limited availability of high-quality labeled data, which can restrict model performance. This constraint is especially critical in organizations handling sensitive data, where… read more here.

Keywords: centric fine; data centric; language; small language ... See more keywords

Data-Centric Service-Based Architecture for Edge-Native 6G Network

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recommendations! Published in 2024 at "IEEE Communications Magazine"

DOI: 10.1109/mcom.001.2300178

Abstract: Beginning with 5G, mobile networks moved away from the point-to-point model used by previous generations toward a service-based architecture (SBA) focused on a cloud-native design. While 5G considers the SBA mainly as a central location… read more here.

Keywords: data centric; edge native; service; based architecture ... See more keywords

A Data-Centric Study of Software Tutorial Design

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recommendations! Published in 2022 at "IEEE Software"

DOI: 10.1109/ms.2021.3090978

Abstract: We investigate three tutorials on Android development to elicit design choices related to their organization and content. We describe decision points and tradeoffs and propose guidelines to assist tutorial authors in making explicit and informed… read more here.

Keywords: study software; software tutorial; data centric; software ... See more keywords