IMDEA Networks
User Publications
Getting the Best Out of Both Worlds: Algorithms for Hierarchical Inference at the Edge
Vishnu Narayanan Moothedath, Jaya Prakash Champati, James Gross
IEEE Transactions on Machine Learning in Communications and Networking. 10.1109/TMLCN.2024.3366501. Volume 2 , February 2024
Performance and Explainability of Feature Selection-Boosted Tree-based Classifiers for COVID-19 Detection
Jesús Rufino, Juan Marcos Ramirez, Jose Aguilar, Carlos Baquero, Jaya Prakash Champati, Davide Frey, Rosa Elvira Lillo, Antonio Fernández Anta
Heliyon. 10.1016/j.heliyon.2023.e23219. Elsevier. December 2023
Improved Decision Module Selection for Hierarchical Inference in Resource-Constrained Edge Devices (Poster)
Adarsh Prasad Behera, Roberto Morabito, Joerg Widmer, Jaya Prakash Champati
ACM International Conference on Mobile Computing and Networking. Madrid. October 2023
Consistent Comparison of Symptom-based Methods for COVID-19 Infection Detection
Jesús Rufino, Juan Marcos Ramirez, Jose Aguilar, Carlos Baquero, Jaya Prakash Champati, Rosa Elvira Lillo, Antonio Fernández Anta
International Journal of Medical Informatics. 10.1016/j.ijmedinf.2023.105133. Volume 177 , Elsevier. September 2023
Consistent Comparison of Symptom-based Methods for COVID-19 Infection Detection (Extended Abstract) (Poster)
Jesús Rufino, Juan Marcos Ramirez, Jose Aguilar, Carlos Baquero, Jaya Prakash Champati, Davide Frey, Rosa Elvira Lillo, Antonio Fernández Anta
epiDAMIK 6.0: The 6th International workshop on Epidemiology meets Data Mining and Knowledge discovery. Long Beach, California, United States.. August 2023
The Case for Hierarchical Deep Learning Inference at the Network Edge
Ghina Al Atat, Andrea Fresa, Adarsh Prasad Behera, Vishnu Narayanan Moothedath, James Gross, Jaya Prakash Champati
NetAISys '23: Proceedings of the 1st International Workshop on Networked AI Systems. Helsinki, Finland. June 2023
Offloading Algorithms for Maximizing Inference Accuracy on Edge Device in an Edge Intelligence System
Andrea Fresa, Jaya Prakash Champati
IEEE Transactions on Parallel and Distributed Systems. 10.1109/TPDS.2023.3267458. Volume 34 , IEEE. ISSN: 1045-9219. April 2023
Online Algorithms for Hierarchical Inference in Deep Learning applications at the Edge
Vishnu Narayanan Moothedath, Jaya Prakash Champati, James Gross
pp. 23 , arXiv. April 2023
Statistical Age-of-Information Bounds for Parallel Systems: When Do Independent Channels Make a Difference?
Markus Fidler, Jaya Prakash Champati, Joerg Widmer, Mahsa Noroozi
pp. 38 , arXiv. March 2023
Using Survey Data to Estimate the Impact of the Omicron Variant on Vaccine Efficacy against COVID-19 Infection
Jesús Rufino, Carlos Baquero, Davide Frey, Christin Glorioso, Antonio Ortega, Nina Reščič, Julian C Roberts, Rosa Elvira Lillo, Raquel Menezes, Jaya Prakash Champati, Antonio Fernández Anta
Scientific Reports. DOI: 10.1038/s41598-023-27951-3. Springer Nature. ISSN: 2045-2322. January 2023
An Offloading Algorithm for Maximizing Inference Accuracy on Edge Device in an Edge Intelligence System
Andrea Fresa, Jaya Prakash Champati
ACM/IEEE International Conference on Modelling, Analysis and Simulation of Wireless and Mobile Systems. Montreal, Canada. October 2022
Using Survey Data to Estimate the Impact of the Omicron Variant on Vaccine Efficacy against COVID-19 Infection
Jesús Rufino, Carlos Baquero, Davide Frey, Christin Glorioso, Antonio Ortega, Nina Reščič, Julian C Roberts, Rosa Elvira Lillo, Raquel Menezes, Jaya Prakash Champati, Antonio Fernández Anta
epiDAMIK 5.0: The 5th International workshop on Epidemiology meets Data Mining and Knowledge discovery. Washington DC, USA. August 2022
Energy Efficient Sampling Policies for Edge Computing Feedback Systems
Vishnu Narayanan Moothedath, Jaya Prakash Champati, James Gross
IEEE Transactions on Mobile Computing. 10.1109/TMC.2022.3165852. IEEE. April 2022
Scheduling of Wireless Edge Networks for Feedback-Based Interactive Applications
Samuele Zoppi, Jaya Prakash Champati, James Gross, Wolfgang Kellerer
IEEE Transactions on Communications. 10.1109/TCOMM.2022.3163761. March 2022
Detecting State Transitions of a Markov Source: Sampling Frequency and Age Trade-off
Jaya Prakash Champati, Mikael Skoglund, Magnus Jansson, James Gross
IEEE Transactions on Communications. 10.1109/TCOMM.2022.3160563. IEEE. ISSN: 1558-0857. March 2022
Fast and Efficient Online Selection of Sensors for Transmitter Localization
Arani Bhattacharya, Maji Abhishek, Jaya Prakash Champati, James Gross
International Conference on COMmunication Systems & NETworkS. January 2022
Offloading Algorithms for Maximizing Inference Accuracy on Edge Device Under a Time Constraint
Andrea Fresa, Jaya Prakash Champati
pp. 11 , Arxiv. December 2021
Energy Efficient Sampling Policies for Edge Computing Feedback Systems
Vishnu Narayanan Moothedath, Jaya Prakash Champati, James Gross
pp. 13 , arXiv. September 2021
Estimating Active Cases of COVID-19
Javier Álvarez, Carlos Baquero, Elisa Cabana, Jaya Prakash Champati, Antonio Fernández Anta, Davide Frey, Augusto Garcia-Agundez, Chryssis Georgiou, Mathieu Goessens, Harold Hernández, Rosa Elvira Lillo, Raquel Menezes, Raúl Moreno, Nicolas Nicolaou, Oluwasegun Ojo, Antonio Ortega, Jesús Rufino, Efstathios Stavrakis, Govind Jeevan, Christin Glorioso
KDD Workshop on Data-driven Humanitarian Mapping: Harnessing Human-Machine Intelligence for High-Stake Public Policy and Resiliency Planning. Virtual. August 2021
Energy-Optimal Sampling of Edge-Based Feedback Systems (Invited Paper)
Jaya Prakash Champati
IEEE Workshop on SAGE: Green Solutions for Smart Environment. Montreal, Canada. June 2021