Title: Design of a Time Delay Reservoir Using Stochastic Logic: A Feasibility Study,
Abstract: This paper presents a stochastic logic time delay reservoir design. The
reservoir is analyzed using a number of metrics, such as kernel quality,
generalization rank, performance on simple benchmarks, and is also compared to
a deterministic design. A novel re-seeding method is introduced to reduce the
adverse effects of stochastic noise, which may also be implemented in other
stochastic logic reservoir computing designs, such as echo state networks.
Benchmark results indicate that the proposed design performs well on
noise-tolerant classification problems, but more work needs to be done to
improve the stochastic logic time delay reservoir's robustness for regression
problems.