If all parameters are scalar values , then this means that there will be one more hyperparameter than parameter ; .
This also applies to vector - valued and matrix - valued parameters .
If all parameters are scalar values , then this means that there will be one more hyperparameter than parameter ; but this also applies to vector - valued and matrix - valued parameters .