Enhancing Emotion Recognition through Federated Learning: A Multimodal Approach with Convolutional Neural Networks

Detailed Info Enhancing Emotion Recognition through Federated Learning: A Multimodal Approach with Convolutional Neural Networks Authors:Nikola Simic, Siniša Suzic, Nemanja Miloševic, Vuk Stanojev, Tijana Nosek, Branislav Popovic and Dragana Bajovic…

Continue ReadingEnhancing Emotion Recognition through Federated Learning: A Multimodal Approach with Convolutional Neural Networks

Communication efficient model-aware federated learning for visual crowd counting and density estimation in smart cities

  • Post category:Publications

Detailed info Communication efficient model-aware federated learning for visual crowd counting and density estimation in smart cities AuthorsA. Armacki, N. Milosevic, D. Bajovic, S. Kar, D. Jakovetic, A. Bakhtiarnia, L.…

Continue ReadingCommunication efficient model-aware federated learning for visual crowd counting and density estimation in smart cities

Large Deviations for Products of Non-Identically Distributed Network Matrices With Applications to Communication-Efficient Distributed Learning and Inference

Detailed Info Large Deviations for Products of Non-Identically Distributed Network Matrices With Applications to Communication-Efficient Distributed Learning and Inference Authors:Petrović, Nemanja; Bajović, Dragana; Kar, Soummya; Jakovetić, Dušan; Sahu, Anit KumarTitle:Large…

Continue ReadingLarge Deviations for Products of Non-Identically Distributed Network Matrices With Applications to Communication-Efficient Distributed Learning and Inference

Distributed Recursive Estimation under Heavy-Tail Communication Noise

Detailed Info Distributed Recursive Estimation under Heavy-Tail Communication Noise Authors:Dusan Jakovetic, Manojlo Vukovic, Dragana Bajovic, Anit Kumar Sahu, Soummya KarTitle:Distributed Recursive Estimation under Heavy-Tail Communication NoiseAbstract:We consider distributed recursive estimation…

Continue ReadingDistributed Recursive Estimation under Heavy-Tail Communication Noise

Nonlinear consensus+innovations under correlated heavy-tailed noises: Mean square convergence rate and asymptotics

Detailed Info Nonlinear consensus+innovations under correlated heavy-tailed noises: Mean square convergence rate and asymptotics Authors:Manojlo Vukovic, Dusan Jakovetic, Dragana Bajovic, Soummya KarTitle:Nonlinear consensus+innovations under correlated heavy-tailed noises: Mean square convergence…

Continue ReadingNonlinear consensus+innovations under correlated heavy-tailed noises: Mean square convergence rate and asymptotics