In real-world applications, costs for products are not deterministic: neither static nor dynamic. They actually tend to be non-stationary and cross-correlated. To overcome this drawback, there have been some efforts by researchers to extend the Wagner–Whitin algorithm to consider stochastic costs. However, they assume that the information of probability density function of random costs exists. ...

Abstract In this paper we propose a novel methodology to construct Optimal Classification Trees that takes into account noisy labels may occur in the training sample. The motivation of new is based on superaditive effect combining together margin classifiers and outlier detection techniques. Our approach rests two main elements: (1) splitting rules for classification trees are designed maximize...

The ability to engineer high-fidelity gates on quantum processors in the presence of systematic errors remains primary barrier achieving advantage. Quantum optimal control methods have proven effective experimentally realizing gates, but they require exquisite calibration be performant. We apply robust trajectory optimization techniques suppress gate arising from system parameter uncertainty. p...