118 citations · 145 across the 10 of their papers we have counts for
4 papers · 1 filter
Range-Net: A High Precision Streaming SVD for Big Data Applications
Gurpreet Singh, Soumyajit Gupta, Matthew Lease +1
In a Big Data setting computing the dominant SVD factors is restrictive due to the main memory requirements. Recently introduced streaming Randomized SVD schemes work under the res…
Prevention is Better than Cure: Handling Basis Collapse and Transparency in Dense Networks
Gurpreet Singh, Soumyajit Gupta, Clint N. Dawson
Dense nets are an integral part of any classification and regression problem. Recently, these networks have found a new application as solvers for known representations in various…
TIME: A Transparent, Interpretable, Model-Adaptive and Explainable Neural Network for Dynamic Physical Processes
Gurpreet Singh, Soumyajit Gupta, Matt Lease +1
Partial Differential Equations are infinite dimensional encoded representations of physical processes. However, imbibing multiple observation data towards a coupled representation…
High Temporal Resolution Rainfall Runoff Modelling Using Long-Short-Term-Memory (LSTM) Networks
Wei Li, Amin Kiaghadi, Clint N. Dawson
Accurate and efficient models for rainfall runoff (RR) simulations are crucial for flood risk management. Most rainfall models in use today are process-driven; i.e. they solve eith…