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quant-ph2019★ 1 cited
Machine Learning Kernel Method from a Quantum Generative Model
Przemysław Sadowski
Recently the use of Noisy Intermediate Scale Quantum (NISQ) devices for machine learning tasks has been proposed. The propositions often perform poorly due to various restrictions.…
quant-ph2018
Quantum walks on hypergraphs
Przemysław Sadowski, Łukasz Pawela, Paulina Lewandowska +1
In this work we introduce the concept of a quantum walk on a hypergraph. We show that the staggered quantum walk model is a special case of a quantum walk on a hypergraph.
quant-ph2018
Quantum distance-based classifier with constant size memory, distributed knowledge and state recycling
Przemysław Sadowski
In this work we examine recently proposed distance-based classification method designed for near-term quantum processing units with limited resources. We further study possibilitie…