30 citations · 42 across the 4 of their papers we have counts for
4 papers
Statistics for Differential Topological Properties between Data Sets with an Application to Reservoir Computers
Louis Pecora, Thomas Carroll
It is common for researchers to record long, multiple time series from experiments or calculations. But sometimes there are no good models for the systems or no applicable mathemat…
Reservoir Computing with Noise
Chad Nathe, Chandra Pappu, Nicholas A. Mecholsky +3
This paper investigates in detail the effects of noise on the performance of reservoir computing. We focus on an application in which reservoir computers are used to learn the rela…
Time-shift selection for reservoir computing using a rank-revealing QR algorithm
Joseph D. Hart, Francesco Sorrentino, Thomas L. Carroll
Reservoir computing, a recurrent neural network paradigm in which only the output layer is trained, has demonstrated remarkable performance on tasks such as prediction and control…
Reservoir Computers Modal Decomposition and Optimization
Chad Nathe, Enrico Del Frate, Thomas Carroll +3
The topology of a network associated with a reservoir computer is often taken so that the connectivity and the weights are chosen randomly. Optimization is hardly considered as the…