在量子计算机中安装加速器:应对用于大数据集的量子机器学习的挑战
Miguel Caçador Peixoto1, Nuno Filipe Castro1,2, Miguel Crispim Romão1,3
1LIP-Laboratório de Instrumentação e Física Experimental de Partículas, Escola de Ciências, Universidade do Minho, Braga, Portugal.
Frontiers in artificial intelligence
|January 1, 2024
概括
量子机器学习模型的性能与高能物理数据集的经典方法相美. 像主要组件分析这样的特征选择技术对于使用大,高维数据稳定的量子算法性能至关重要.
科学领域:
- 高能物理 高能物理
- 量子计算是一种量子计算.
- 机器学习 机器学习
背景情况:
- 量子系统面临着处理大型,高维数据集的挑战,这在高能物理中很常见.
- 功能和数据原型的选择是克服这些局限性的关键.
研究的目的:
- 研究高能物理中的量子机器学习的特征和数据原型选择技术.
- 在大型数据集上对量子算法与经典方法进行基准测试.
主要方法:
- 网络搜索和量子机器学习模型的培训.
- 与经典的浅层机器学习方法进行基准测试.
- 顺序逆向选择和主要组件分析用于特征选择的应用.
主要成果:
- 量子算法实现了与经典算法相美的性能,即使是在大型数据集上.
- 主要组件分析表明,对于特征选择,其结果比顺序逆向选择更加稳定.
- 量子模型性能的可变性与使用离散变量有关.
结论:
- 主要组件 分析转换的数据适用于高能物理中的量子机器学习.
- 谨慎的特征选择对于可靠的量子算法性能至关重要.
- 量子机器学习显示出分析复杂物理数据集的前景.
相关概念视频
The Quantum-Mechanical Model of an Atom
42.3K
Shortly after de Broglie published his ideas that the electron in a hydrogen atom could be better thought of as being a circular standing wave instead of a particle moving in quantized circular orbits, Erwin Schrödinger extended de Broglie’s work by deriving what is now known as the Schrödinger equation. When Schrödinger applied his equation to hydrogen-like atoms, he was able to reproduce Bohr’s expression for the energy and, thus, the Rydberg formula governing hydrogen spectra.
42.3K
Ampere-Maxwell's Law: Problem-Solving
632
A parallel-plate capacitor with capacitance C, whose plates have area A and separation distance d, is connected to a resistor R and a battery of voltage V. The current starts to flow at t = 0. What is the displacement current between the capacitor plates at time t? From the properties of the capacitor, what is the corresponding real current?
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
632
Elastic Collisions: Case Study
14.1K
Elastic collision of a system demands conservation of both momentum and kinetic energy. To solve problems involving one-dimensional elastic collisions between two objects, the equations for conservation of momentum and conservation of internal kinetic energy can be used. For the two objects, the sum of momentum before the collision equals the total momentum after the collision. An elastic collision conserves internal kinetic energy, and so the sum of kinetic energies before the collision equals...
14.1K
Elastic Collisions: Introduction
12.8K
An elastic collision is one that conserves both internal kinetic energy and momentum. Internal kinetic energy is the sum of the kinetic energies of the objects in a system. Truly elastic collisions can only be achieved with subatomic particles, such as electrons striking nuclei. Macroscopic collisions can be very nearly, but not quite, elastic, as some kinetic energy is always converted into other forms of energy such as heat transfer due to friction and sound. An example of a nearly...
12.8K
Maxwell-Boltzmann Distribution: Problem Solving
1.5K
Individual molecules in a gas move in random directions, but a gas containing numerous molecules has a predictable distribution of molecular speeds, which is known as the Maxwell-Boltzmann distribution, f(v).
This distribution function f(v) is defined by saying that the expected number N (v1,v2) of particles with speeds between v1 and v2 is given by
This distribution function f(v) is defined by saying that the expected number N (v1,v2) of particles with speeds between v1 and v2 is given by
1.5K
Collisions in Multiple Dimensions: Introduction
5.4K
It is far more common for collisions to occur in two dimensions; that is, the initial velocity vectors are neither parallel nor antiparallel to each other. Let's see what complications arise from this. The first idea is that momentum is a vector. Like all vectors, it can be expressed as a sum of perpendicular components (usually, though not always, an x-component and a y-component, and a z-component if necessary). Thus, when the statement of conservation of momentum is written for a...
5.4K


