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regularization parameter β controls the relationship between these two factors.regularization parameter β controls the relationship between these two factors.Given a PKN and a set of measurements, the interplay between size and activity error generates a family of optimal solutions (pink line) within the solution space (pink area). Changing the regularisation parameter allows us to traverse this optimal solution space to find different solution networks.