The present invention generally relates to the method for evaluating a mathematical functional relationship of the variables and to applications of Equation Learning (EQL) Network in disease detection, diagnosis and screening. The present invention also relates to the data compression feature of EQL in effective communication using low power and bandwidth with applications in biotelemetry and satellite communication. The present invention also relates to the extrapolation capability of EQL in various diverse fields, including but not limited to neuro-prosthetics, stock/consumer market, navigation, power distribution, disease detection, environment protection and disaster management.
Equation Learning Neural Networks in Degrading Channels for Neural Machine Maintenance and Applications Thereof