activity
20142017
most citedA Comparative Study of Reservoir Computing for Temporal Signal Processing

23 citations · 50 across the 6 of their papers we have counts for

collaborators

6 papers

nlin.CG2017

Shift-Symmetric Configurations in Two-Dimensional Cellular Automata: Irreversibility, Insolvability, and Enumeration

Peter Banda, John Caughman, Martin Cenek +1

The search for symmetry as an unusual yet profoundly appealing phenomenon, and the origin of regular, repeating configuration patterns have long been a central focus of complexity…

cs.NE2016★ 10 cited

Memory and Information Processing in Recurrent Neural Networks

Alireza Goudarzi, Sarah Marzen, Peter Banda +3

Recurrent neural networks (RNN) are simple dynamical systems whose computational power has been attributed to their short-term memory. Short-term memory of RNNs has been previously…

cs.CE2014★ 5 cited

COEL: A Web-based Chemistry Simulation Framework

Peter Banda, Drew Blount, Christof Teuscher

The chemical reaction network (CRN) is a widely used formalism to describe macroscopic behavior of chemical systems. Available tools for CRN modelling and simulation require local…

q-bio.MN2014★ 6 cited

Delay Line as a Chemical Reaction Network

Josh Moles, Peter Banda, Christof Teuscher

Chemistry as an unconventional computing medium presently lacks a systematic approach to gather, store, and sort data over time. To build more complicated systems in chemistries, t…

q-bio.MN2014★ 6 cited

Learning Two-input Linear and Nonlinear Analog Functions with a Simple Chemical System

Peter Banda, Christof Teuscher

The current biochemical information processing systems behave in a predetermined manner because all features are defined during the design phase. To make such unconventional comput…

cs.NE2014★ 23 cited

A Comparative Study of Reservoir Computing for Temporal Signal Processing

Alireza Goudarzi, Peter Banda, Matthew R. Lakin +2

Reservoir computing (RC) is a novel approach to time series prediction using recurrent neural networks. In RC, an input signal perturbs the intrinsic dynamics of a medium called a…