Extrapolation of Periodic Functions Using Binary Encoding of Continuous Numerical Values

Brian P. Powell, Jordan A. Caraballo-Vega, Mark L. Carroll +4

We report the discovery that binary encoding allows neural networks to extrapolate periodic functions beyond their training bounds. We introduce Normalized Base-2 Encoding (NB2E) a…