Federated Learning (FL) enables collaborative training of Machine Learning (ML) models across
decentralized clients while preserving data privacy. One of the challenges that FL faces is when the
clients’ data is not independent and identically distributed (non-IID). It is, therefore, crucial to...
01a Articolo in rivista
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Data-driven health innovation may lead to develop targeted treatments using health data. We consider privacy-sensitive patients who may decide to share personal health data if compensated. Each patient does not internalize the impact of sharing data on drug innovation. We show that investment...
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Federated Learning (FL) enables collaborative training of Machine Learning (ML) models across decentralized clients while preserving data privacy. One of the challenges that FL faces is when the clients’ data is not independent and identically distributed (non-IID). It is, therefore, crucial to...
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Recently, the new industrial paradigm of circular economy (CE) has acquired increasing attention. In a CE, the value of materials is preserved by keeping them for as long as possible in the economic system, overcoming the "traditional" linear model (take-waste-disposal). Despite its benefits in...
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Existing consensus control algorithms for networked discrete-time linear systems have slow convergence to consensus trajectories due to limitations on the magnitude of the consensus gain. In this work we propose and analyze a new predictor-based consensus control protocol that recovers the positive...
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Advancing our understanding of complex diseases requires an interdisciplinary dialogue beyond artificial intelligence (AI). Fostering collaboration and training among genetics, molecular biology, computational biology, and clinical research represents an imperative need to address precision...
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The Byzantine tolerant reliable communication primitive is a fundamental building block in distributed systems that guarantees the authenticity, integrity, and delivery of information exchanged between processes. We study the implementability of such a primitive in a distributed system with a...
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This paper aims to shed light on the determinants of sustainable products' purchase intention, with a focus on sustainable beer. Specifically, three determinants related to the theory of planned behavior (i.e., perceived consumer effectiveness, social influence, and environmental concern) and two...
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Critical Raw Materials attract increasing attention due to their depleting reserves and low recyclability. Niobium, one of the most rare and vital elements, is primarily found in Brazil. This research explores the potential impact of Circular Economy (CE) strategies on mitigating niobium's...
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Recently, the new industrial paradigm of circular economy (CE) has acquired increasing attention. In a CE, the value of materials is preserved by keeping them for as long as possible in the economic system, overcoming the "traditional" linear model (take-waste-disposal). Despite its benefits in...