4 papers
Quantum-classical hybrid models based on error correction for time series forecasting
Jonathan H. A. de Carvalho, Filipe C. de L. Duarte, Fernando M. de Paula Neto +1
Time series forecasting largely benefits from combining the strengths of different models, especially using a scheme where a model corrects another model by capturing supplementary…
Regression of Functions by Quantum Neural Networks Circuits
Fernando M. de Paula Neto, Lucas dos Reis Silva, Paulo S. G. de Mattos Neto +1
The performance of quantum neural network models depends strongly on architectural decisions, including circuit depth, placement of parametrized operations, and data-encoding strat…
Data Complexity Measures for Quantum Circuits Architecture Recommendation
Fernando M de Paula Neto
Quantum Parametric Circuits are constructed as an alternative to reduce the size of quantum circuits, meaning to decrease the number of quantum gates and, consequently, the depth o…
A Quantum Genetic Algorithm Framework for the MaxCut Problem
Paulo A. Viana, Fernando M. de Paula Neto
The MaxCut problem is a fundamental problem in Combinatorial Optimization, with significant implications across diverse domains such as logistics, network design, and statistical p…