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06/23/2023
Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data Scarcity
The use of supervised learning for Human Activity Recognition (HAR) on m...
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04/26/2023
Evaluation of Regularization-based Continual Learning Approaches: Application to HAR
Pervasive computing allows the provision of services in many important a...
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10/30/2022
Evaluation and comparison of federated learning algorithms for Human Activity Recognition on smartphones
Pervasive computing promotes the integration of smart devices in our liv...
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09/22/2022
Lightweight Transformers for Human Activity Recognition on Mobile Devices
Human Activity Recognition (HAR) on mobile devices has shown to be achie...
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07/17/2022
Federated Self-Supervised Learning in Heterogeneous Settings: Limits of a Baseline Approach on HAR
Federated Learning is a new machine learning paradigm dealing with distr...
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07/17/2022
Federated Continual Learning through distillation in pervasive computing
Federated Learning has been introduced as a new machine learning paradig...
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07/17/2022
Federated Learning and catastrophic forgetting in pervasive computing: demonstration in HAR domain
Federated Learning has been introduced as a new machine learning paradig...
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10/19/2021
A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison
Pervasive computing promotes the installation of connected devices in ou...
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09/09/2021