103 citations · 136 across the 7 of their papers we have counts for
7 papers
Neural Network Learning of Black-Scholes Equation for Option Pricing
Daniel de Souza Santos, Tiago Alessandro Espinola Ferreira
One of the most discussed problems in the financial world is stock option pricing. The Black-Scholes Equation is a Parabolic Partial Differential Equation which provides an option…
Quantum Walk to Train a Classical Artificial Neural Network
Luciano S. de Souza, Jonathan H. A. de Carvalho, Tiago A. E. Ferreira
This work proposes a computational procedure that uses a quantum walk in a complete graph to train classical artificial neural networks. The idea is to apply the quantum walk to se…
Classical Artificial Neural Network Training Using Quantum Walks as a Search Procedure
Luciano S. de Souza, Jonathan H. A. de Carvalho, Tiago A. E. Ferreira
This paper proposes a computational procedure that applies a quantum algorithm to train classical artificial neural networks. The goal of the procedure is to apply quantum walk as…
On Applying the Lackadaisical Quantum Walk Algorithm to Search for Multiple Solutions on Grids
Jonathan H. A. de Carvalho, Luciano S. de Souza, Fernando M. de Paula Neto +1
Quantum computing promises to improve the information processing power to levels unreachable by classical computation. Quantum walks are heading the development of quantum algorith…
A New Artificial Neuron Proposal with Trainable Simultaneous Local and Global Activation Function
Tiago A. E. Ferreira, Marios Mattheakis, Pavlos Protopapas
The activation function plays a fundamental role in the artificial neural network learning process. However, there is no obvious choice or procedure to determine the best activatio…
Gravitational Wave Detection and Information Extraction via Neural Networks
Gerson R. Santos, Marcela P. Figueiredo, Antonio de Pádua Santos +2
Laser Interferometer Gravitational-Wave Observatory (LIGO) was the first laboratory to measure the gravitational waves. It was needed an exceptional experimental design to measure…
Wine quality rapid detection using a compact electronic nose system: application focused on spoilage thresholds by acetic acid
Juan C. Rodriguez Gamboa, Eva Susana Albarracin E., Adenilton J. da Silva +2
It is crucial for the wine industry to have methods like electronic nose systems (E-Noses) for real-time monitoring thresholds of acetic acid in wines, preventing its spoilage or d…