Results 11 to 20 of about 2,977,466 (210)
Quantum measurement classification with qudits [PDF]
Quantum Information Processing, 2021 15 pages, 10 ...
Diego H. Useche +4 more
openaire +5 more sources
Quantum-Inspired Applications for Classification Problems [PDF]
Entropy, 2023 In the context of quantum-inspired machine learning, quantum state discrimination is a useful tool for classification problems. We implement a local approach combining the k-nearest neighbors algorithm with some quantum-inspired classifiers. We compare the performance with respect to well-known classifiers applied to benchmark datasets.
Bertini, Cesarino, Leporini, Roberto
openaire +5 more sources
Fuzzy C-Means and Explainable AI for Quantum Entanglement Classification and Noise Analysis [PDF]
MathematicsQuantum entanglement plays a fundamental role in quantum mechanics, with applications in quantum computing. This study introduces a new approach that integrates quantum simulations, noise analysis, and fuzzy clustering to classify and evaluate the ...
Gabriel Marín Díaz
doaj +2 more sources
Quantum machine learning for image classification [PDF]
Machine Learning: Science and TechnologyImage classification, a pivotal task in multiple industries, faces computational challenges due to the burgeoning volume of visual data. This research addresses these challenges by introducing two quantum machine learning models that leverage the ...
Arsenii Senokosov +4 more
doaj +2 more sources
Coloured image classification with quantum machine learning algorithms for intelligent transportation systems [PDF]
, 2023 Quantum computers have great potential to change the future of Artificial Intelligence (AI) applications for practical problems. There currently exist some algorithm design that takes exponential time on a classical computer can take polynomial time on a
Ria, Farina
core +1 more source
Fragments quantum descriptors in classification of bio-accumulative compounds [PDF]
, 2023 The aim of the following research is to assess the applicability of calculated quantum properties of molecular fragments as molecular descriptors in machine learning classification task.
Marcin, Sajdak +1 more
core +3 more sources
Classification of Quantum Cellular Automata [PDF]
Communications in Mathematical Physics, 2020 53 pages, 15 figures; v2: minor corrections, final version in press; v3: minor typo ...
Freedman, Michael, Hastings, Matthew B.
openaire +3 more sources
Classification with Quantum Measurements [PDF]
Journal of the Physical Society of Japan, 2021 This paper reports a novel method for supervised machine learning based on the mathematical formalism that supports quantum mechanics.
Fabio A. González +2 more
openaire +1 more source
Quantum Ensemble for Classification
, 2022 Abstract A powerful way to improve performance in machine learning is to construct an ensemble that combines the predictions of multiple models. Ensemble methods are often much more accurate and have a lower variance than the individual classifiers that make them up, but have high requirements in terms of memory and computational time. In fact,
Antonio Macaluso +3 more
openaire +2 more sources
A classification of quantum Hall fluids [PDF]
Journal of Statistical Physics, 1997 In this paper, the key ideas of characterizing universality classes of dissipation-free (incompressible) quantum Hall fluids by mathematical objects called quantum Hall lattices are reviewed. Many general theorems about the classification of quantum Hall lattices are stated and their physical implications are discussed.
Fröhlich, Jürg +2 more
openaire +2 more sources