Table 1.
The Chaos Decision Tree Algorithm classified biological simulations as periodic or chaotic with near-perfect accuracy.
| Measurement noise level (% of std. dev.) | |||||
|---|---|---|---|---|---|
| System | 0% | 10% | 20% | 30% | 40% |
| Cortical model20 (chaotic) | 100/100 | 100/100 | 100/100 | 97/100 | 83/100 |
| Cortical model20 (periodic) | 100/100 | 100/100 | 100/100 | 100/100 | 100/100 |
| Spiking neuron49 (chaotic) | 100/100 | 100/100 | 100/100 | 100/100 | 98/100 |
| Granulocyte levels19 (chaotic) | 100/100 | 100/100 | 100/100 | 100/100 | 100/100 |
| Granulocyte levels19 (periodic) | 100/100 | 100/100 | 100/100 | 100/100 | 83/100 |
| NF-κB transcription14 (chaotic) | 99/100 | 99/100 | 100/100 | 100/100 | 100/100 |
| NF-κB transcription14 (periodic) | 100/100 | 100/100 | 97/100 | 100/100 | 100/100 |