no code implementations • 6 Feb 2023 • Rowan Pellow-Jarman, Anban Pillay, Ilya Sinayskiy, Francesco Petruccione
Kernel-target alignment is faster to evaluate than accuracy and doesn't require some data points to be reserved for its evaluation.
2 code implementations • 26 Oct 2022 • Matt Lourens, Ilya Sinayskiy, Daniel K. Park, Carsten Blank, Francesco Petruccione
The QCNN is a circuit model inspired by the architecture of Convolutional Neural Networks (CNNs).
3 code implementations • 4 Aug 2020 • Israel F. Araujo, Daniel K. Park, Francesco Petruccione, Adenilton J. da Silva
Results show that we can efficiently load data in quantum devices using a divide-and-conquer strategy to exchange computational time for space.
no code implementations • 17 Oct 2019 • Betony Adams, Francesco Petruccione
In the mid-1990s it was proposed that quantum effects in proteins known as microtubules play a role in the nature of consciousness.
1 code implementation • 5 Sep 2019 • Carsten Blank, Daniel K. Park, June-Koo Kevin Rhee, Francesco Petruccione
Kernel methods have a wide spectrum of applications in machine learning.
Quantum Physics
no code implementations • 7 Apr 2017 • Maria Schuld, Francesco Petruccione
Following the success of collective decision making with ensembles in classical machine learning, this paper introduces the concept of quantum ensembles of quantum classifiers.
5 code implementations • 31 Mar 2017 • Maria Schuld, Mark Fingerhuth, Francesco Petruccione
Lately, much attention has been given to quantum algorithms that solve pattern recognition tasks in machine learning.
Quantum Physics
no code implementations • 11 Dec 2014 • Maria Schuld, Ilya Sinayskiy, Francesco Petruccione
Perceptrons are the basic computational unit of artificial neural networks, as they model the activation mechanism of an output neuron due to incoming signals from its neighbours.
no code implementations • 11 Dec 2014 • Maria Schuld, Ilya Sinayskiy, Francesco Petruccione
It is well known that for certain tasks, quantum computing outperforms classical computing.
Quantum Physics