Search Results for author: Roberto Pereira

Found 3 papers, 0 papers with code

Kolmogorov-Arnold Networks (KANs) for Time Series Analysis

no code implementations14 May 2024 Cristian J. Vaca-Rubio, Luis Blanco, Roberto Pereira, Màrius Caus

This paper introduces a novel application of Kolmogorov-Arnold Networks (KANs) to time series forecasting, leveraging their adaptive activation functions for enhanced predictive modeling.

Time Series Time Series Forecasting

Floor Map Reconstruction Through Radio Sensing and Learning By a Large Intelligent Surface

no code implementations21 Jun 2022 Cristian J. Vaca-Rubio, Roberto Pereira, Xavier Mestre, David Gregoratti, Zheng-Hua Tan, Elisabeth de Carvalho, Petar Popovski

Environmental scene reconstruction is of great interest for autonomous robotic applications, since an accurate representation of the environment is necessary to ensure safe interaction with robots.

User Clustering for Rate Splitting using Machine Learning

no code implementations23 May 2022 Roberto Pereira, Anay Ajit Deshpande, Cristian J. Vaca-Rubio, Xavier Mestre, Andrea Zanella, David Gregoratti, Elisabeth de Carvalho, Petar Popovski

Hierarchical Rate Splitting (HRS) schemes proposed in recent years have shown to provide significant improvements in exploiting spatial diversity in wireless networks and provide high throughput for all users while minimising interference among them.

BIG-bench Machine Learning Clustering

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