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Quantum computing for finance
Quantum computers are expected to surpass the computational capabilities of classical
computers and have a transformative impact on numerous industry sectors. We present a …
computers and have a transformative impact on numerous industry sectors. We present a …
Quantum machine learning on near-term quantum devices: Current state of supervised and unsupervised techniques for real-world applications
The past decade has witnessed significant advancements in quantum hardware,
encompassing improvements in speed, qubit quantity, and quantum volume—a metric …
encompassing improvements in speed, qubit quantity, and quantum volume—a metric …
Qibo: a framework for quantum simulation with hardware acceleration
We present Qibo, a new open-source software for fast evaluation of quantum circuits and
adiabatic evolution which takes full advantage of hardware accelerators. The growing …
adiabatic evolution which takes full advantage of hardware accelerators. The growing …
Approximate amplitude encoding in shallow parameterized quantum circuits and its application to financial market indicators
Efficient methods for loading given classical data into quantum circuits are essential for
various quantum algorithms. In this paper, we propose an algorithm called Approximate …
various quantum algorithms. In this paper, we propose an algorithm called Approximate …
Prospects and challenges of quantum finance
Quantum computers are expected to have substantial impact on the finance industry, as they
will be able to solve certain problems considerably faster than the best known classical …
will be able to solve certain problems considerably faster than the best known classical …
Nearest centroid classification on a trapped ion quantum computer
Quantum machine learning has seen considerable theoretical and practical developments
in recent years and has become a promising area for finding real world applications of …
in recent years and has become a promising area for finding real world applications of …
Quantum computational finance: quantum algorithm for portfolio optimization
We present a quantum algorithm for portfolio optimization. We discuss the market data input
of asset prices, the processing of such data via quantum operations, and the output of …
of asset prices, the processing of such data via quantum operations, and the output of …
Medical image classification via quantum neural networks
Machine Learning provides powerful tools for a variety of applications, including disease
diagnosis through medical image classification. In recent years, quantum machine learning …
diagnosis through medical image classification. In recent years, quantum machine learning …
Determining the proton content with a quantum computer
We present a first attempt to design a quantum circuit for the determination of the parton
content of the proton through the estimation of parton distribution functions (PDFs), in the …
content of the proton through the estimation of parton distribution functions (PDFs), in the …
Efficient quantum circuits for accurate state preparation of smooth, differentiable functions
Effective quantum computation relies upon making good use of the exponential information
capacity of a quantum machine. A large barrier to designing quantum algorithms for …
capacity of a quantum machine. A large barrier to designing quantum algorithms for …