A device and a computer-implemented method for machine learning. A set of measurements of input variables of a system are provided. An optimization problem is defined as a function of the set of measurements of input variables and as a function of a unit sphere in a Hilbert space including a reproducing kernel. The unit sphere is defined as a function of the reproducing kernel. A solution the optimization problem is determined, which defines input data for a measurement at the system. A measurement of output data at the system is detected as a function of the input data. Pairs of training input data and training output data are determined as a function of the input data and the measurement of output data. A system model for the system is trained as a function of the pairs. The reproducing kernel is determined as a function of the system model.
DEVICE AND COMPUTER-IMPLEMENTED METHOD FOR MACHINE LEARNING
18.11.2021
Patent
Elektronische Ressource
Englisch
IPC: | G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / B25J Manipulatoren , MANIPULATORS / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion |
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