Adaptive Aggregation For Federated Learning
- Jayaram Kr Kallapalayam Radhakrishnan
- Vinod Muthusamy
- et al.
- 2022
- Big Data 2022
Bio
Mark manages the AI Security & Privacy team in the Dublin Research Lab. The research topics for the team are AI Security (which focuses on the robustness of AI models), Privacy Enhancing Technologies (de-identification, risk assessment, Differential Privacy). Over a career spanning 30 years, Mark has researched solutions for several industries, including: Financial Services (HPC), Marine Environmental (IoT) and Smarter Cities. In more recent years, Mark's research focused on the intersection of Analytics/AI with modern cloud technologies.
Publications
Machine Learning Platform for Extreme Scale Computing on Compressed IoT Data
- 2022
- Big Data 2022
GOFLEX: Extracting, Aggregating and Trading Flexibility based on FlexOffers for 500+ Prosumers in 3 European cities [Operational Systems Paper]
- Bijay Neupane
- Laurynas Siksnys
- et al.
- 2022
- e-Energy 2022
Towards an Accountable and Reproducible Federated Learning: A FactSheets Approach
- Nathalie Baracaldo Angel
- Ali Anwar
- et al.
- 2022
- arXiv
Accountable Federated Machine Learning in Government: Engineering and Management Insights
- Dian Balta
- Mahdi Sellami
- et al.
- 2021
- ePart 2021
Knowledge- And Data-driven Services for Energy Systems using Graph Neural Networks
- Francesco Fusco
- Bradley Eck
- et al.
- 2020
- Big Data 2020
Power Saving Proxies for Web Servers
- Karl J. O'Dwyer
- Eoin Creedon
- et al.
- 2019
- Computer Journal
AI modelling and time-series forecasting systems for trading energy flexibility in distribution grids
- Bradley Eck
- Francesco Fusco
- et al.
- 2019
- e-Energy 2019
Castor: Contextual IoT time series data and model management at scale
- Bei Chen
- Bradley Eck
- et al.
- 2018
- ICDM 2018
A vector-sensor based approach to noise monitoring in Galway Bay
- Albert Akhriev
- John Sheehan
- et al.
- 2014
- OCEANS 2014
Patents
Automated Management Of Data Transformation Flows Based On Semantics
- 29 May 2023
- US
- 11663228
Selecting Forecasting Models By Machine Learning Based On Analysis Of Model Robustness
- 17 Oct 2022
- US
- 11475332
Methods And Systems For Aquatic Infrastructure Recharge And Data Transfer
- 03 Dec 2018
- US
- 10148303
Projects
Top collaborators
AR
Ambrish Rawat
Senior Research Scientist, AI Security and Privacy, Master Inventor
DS
Dhaval Salwala
Research Engineer | ML and Extreme Scale Computing
ST
GZ
Giulio Zizzo
Research Scientist