Titlebook: Computational Science – ICCS 2021; 21st International C Maciej Paszynski,Dieter Kranzlmüller,Peter M. A. S Conference proceedings 2021 Spri

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Mingtao Li,Lingfen Kang,Chuancheng Zhaontly improved solution quality when run on D-Wave’s quantum annealing hardware and the numerical computation of the eigenspectrum reveals that the solution quality is correlated with a larger minimum spectral gap. The experiments were conducted based on the Knapsack-, Minimum Exact Cover- and Set Pa

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https://doi.org/10.1007/978-3-031-07500-1puters do not exist yet, its expected benefits for machine learning can already be shown using simulators and already available quantum hardware. In this work, we consider a distance-based classification algorithm and modify it to be run on actual early stage quantum hardware. We extend upon earlier

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https://doi.org/10.1007/978-3-030-45263-6. Here, data points are classified by a separating hyperplane while maximizing the function margin. The problem is solved for a public Banknote Authentication dataset and the well-known Iris Dataset using a classical approach, simulated annealing, direct embedding on the Quantum Processing Unit and

Processes

Yaping Chen,Hui Ding,Yinze Hu,Yanyun Feng features. In many real world problems, its beneficial to perform sparse linear regression to identify important features helpful in predicting the dependent variable. It not only helps in getting interpretable results but also avoids overfitting when the number of features is large, and the amount

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Fuchen Ban,Hong Ai,Mingxuan Zhangaphy and other quantum algorithms. On the other hand, however, it is still an unresolved problem, especially in the area of entanglement detection methods. In this article, we present a?computational toolbox which offers a set of currently known methods for detecting entanglement, as well as proposa

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Guohua Luan,Shengli Chu,Xin Li,Guangbo Mage of users. Along with the physical advances, the landscape of technologies supporting quantum application development has also grown rapidly in recent years. However, there is a variety of tools, services, and techniques available for the development of quantum applications, and which ones are bes

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https://doi.org/10.1007/978-3-031-51272-8tical model consists of mass conservation equation of each component, extended Darcy’s law for each phase, and an appropriate set of the initial and boundary conditions. The phase split is computed using the phase equilibrium computation in the .-specification (known as VTN-flash). The transport equ

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