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   Articles with "federated analytics" as a keyword



FAItH: Federated Analytics and Integrated Differential Privacy with Clustering for Healthcare Monitoring

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recommendations! Published in 2025 at "Scientific Reports"

DOI: 10.1038/s41598-025-94501-4

Abstract: Monitoring physical activity is crucial for assessing patient health, particularly in managing chronic diseases and rehabilitation. Wearable devices tracking physical movement play a key role in monitoring elderly individuals or patients with chronic diseases. However,… read more here.

Keywords: federated analytics; privacy preserving; differential privacy; healthcare ... See more keywords

Edge-Assisted Democratized Learning Toward Federated Analytics

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recommendations! Published in 2022 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2021.3085429

Abstract: A recent take toward federated analytics (FA), which allows analytical insights of distributed data sets, reuses the federated learning (FL) infrastructure to evaluate the summary of model performances across the training devices. However, the current… read more here.

Keywords: toward federated; edge assisted; federated analytics; edge demlearn ... See more keywords

Federated Analytics: Opportunities and Challenges

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recommendations! Published in 2022 at "IEEE Network"

DOI: 10.1109/mnet.101.2100328

Abstract: In this article, we present federated analytics, a new distributed computing paradigm for data analytics applications with privacy concerns. With the advances of sensing, communication, and edge computing technologies, data are massively generated, transmitted and… read more here.

Keywords: opportunities challenges; analytics opportunities; challenges federated; computing paradigm ... See more keywords

Semi-Supervised Federated Analytics for Heterogeneous Household Characteristics Identification

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recommendations! Published in 2024 at "IEEE Transactions on Smart Grid"

DOI: 10.1109/tsg.2024.3415504

Abstract: The widespread use of smart meters in households paves the way for retailers to understand household patterns through electricity usage data. This insight helps them offer personalized services and create better demand response strategies. However,… read more here.

Keywords: federated analytics; supervised federated; household characteristics; semi supervised ... See more keywords