Table 4 Classification accuracy in empirical (non-simulated) data from stochastic, periodic, strange non-chaotic (SNA), and chaotic systems. As was the case for the data in Table 3, these datasets were not used to optimize algorithm performance, and so are also held out datasets. Algorithm performance was perfect.
System | |
|---|---|
Neuron integrated circuit27 (chaotic) | 10/10 |
Neuron integrated circuit27 (SNA) | 10/10 |
Neuron integrated circuit27 (periodic) | 10/10 |
Laser28 (chaotic) | 1/1 |
Stellar flux29 (SNA) | 1/1 |
North Atlantic Oscillation index30 (linear stochastic) | 1/1 |
Essential tremor26 (nonlinear stochastic) | 1/1 |
Parkinson’s tremor26 (nonlinear stochastic) | 1/1 |