Prequential Model Selection for Time Series Forecasting based on Saliency Maps
- 2022
- Big Data 2022
Bio
Dhaval Salwala is a Research Engineer at IBM Research Europe – Ireland. Currently, he is working on an H2020 project - MORE on the Renewable Energy Sources (RES) sector. He is working on time series forecasting and incremental machine learning. Previously, Dhaval worked in Multimedia Complex Event Processing in the Smart Cities and Sustainable IT group at the Insight Centre for Data Analytics at NUI Galway. He owns a Master’s degree in Data Science from NUI Galway. Earlier, he was at Tata Consultancy Services, where he worked as a Senior Software Developer. Dhaval has 7+ years of diversified industry experience. He has led projects on developing ML solutions for multi-modal analytics using Computer Vision, Knowledge Graphs and Neuro Symbolic AI.
Publications
Machine Learning Platform for Extreme Scale Computing on Compressed IoT Data
- 2022
- Big Data 2022
Scalable Distributed Computing Systems for Incremental Machine Learning in Big Data Applications
- 2022
- INFORMS 2022
Projects
Incremental Machine Learning for Extreme Scale Computing
AutoML for incremental machine learning algorithms for big time-series data.
Top collaborators
ST
ST
Shivani Tomar
Pre-Doc AI Researcher
MP
Mark Purcell
Research Manager - Security Research, AI Security & PETs
AR
Ambrish Rawat
Senior Research Scientist, AI Security and Privacy, Master Inventor