Stabilizing and Improving the Learning Speed of 2-Layered LSTM Network. - Débora C. Corrêa; Alexandre L. M. Levada; José Hiroki Saito (CSE, 2008)

Improving the Learning Speed in 2-Layered LSTM Network by Estimating the Configuration of Hidden Units and Optimizing Weights Initialization. - Débora C. Corrêa; Alexandre L. M. Levada; José Hiroki Saito (ICANN (1), 2008)

Neural network based systems for computer-aided musical composition: supervised x unsupervised learning. - Débora C. Corrêa; Alexandre L. M. Levada; José Hiroki Saito; João F. Mari (SAC, 2008)

Fast and accurate holistic face recognition using Optimum-Path Forest. - João P. Papa; Alexandre X. Falcão; Alexandre L. M. Levada; Débora C. Corrêa; Denis H. P. Salvadeo; Nelson D. A. Mascarenhas (DPS, 2009)

Musical Genres: Beating to the Rhythms of Different Drums - Débora C. Corrêa; José Hiroki Saito; Luciano da F. Costa (CoRR, 2009)

Using Digraphs and a Second-Order Markovian Model for Rhythm Classification. - Débora C. Corrêa; Luciano da Fontoura Costa; José Hiroki Saito (CompleNet, 2010)

An adaptive approach for contextual audio denoising using local Fisher information. - Alexandre L. M. Levada; Débora C. Corrêa (ISCAS, 2011)

Finding Community Structure in Music Genres Networks. - Débora C. Corrêa; Alexandre L. M. Levada; Luciano da F. Costa (ISMIR, 2011)

Improving Face Recognition Performance Using RBPCA MaxLike and Information Fusion. - Denis H. P. Salvadeo; Nelson D. A. Mascarenhas; Jander Moreira; Alexandre L. M. Levada; Débora C. Corrêa (Comput. Sci. Eng., 2011)

Computer-aided music composition with LSTM neural network and chaotic inspiration. - Andres E. Coca; Débora C. Corrêa; Liang Zhao 001 (IJCNN, 2013)

Psychophysics of musical elements in the discrete-time representation of sound. - Renato Fabbri; Vilson Vieira da Silva Junior; Antônio Carlos Silvano Pessotti; Débora Cristina Corrêa (CoRR, 2014)

Concentric RadViz: Visual Exploration of Multi-task Classification. - Jorge Henrique Piazentin Ono; Fabio Sikansi; Débora Cristina Corrêa; Fernando Vieira Paulovich; Afonso Paiva 001; Luis Gustavo Nonato (SIBGRAPI, 2015)

A survey on symbolic data-based music genre classification. - Débora C. Corrêa; Francisco Aparecido Rodrigues (Expert Syst. Appl., 2016)

Designing architectures of convolutional neural networks to solve practical problems. - Martha Dais Ferreira; Débora Cristina Corrêa; Luis Gustavo Nonato; Rodrigo Fernandes de Mello (Expert Syst. Appl., 2018)

Detecting Determinism in Time Series with Complex Networks Constructed Using a Compression Algorithm. - Débora C. Corrêa; David M. Walker; Michael Small (Int. J. Bifurc. Chaos, 2018)

Reconstruction of Complex Dynamical Systems from Time Series using Reservoir Computing. - Thomas Jüngling; Thomas Lymburn; Thomas Stemler; Débora C. Corrêa; David M. Walker; Michael Small (ISCAS, 2019)

On using the modularity of recurrence network communities to detect change-point behaviour. - David M. Walker; Ayham A. Zaitouny; Débora C. Corrêa (Expert Syst. Appl., 2021)

Predicting Marimba Stickings Using Long Short-Term Memory Neural Networks. - Jet Kye Chong; Débora C. Corrêa (AI, 2022)

Machine Learning Inspired Fault Detection of Dynamical Networks. - Eugene Tan; Débora C. Corrêa; Thomas Stemler; Michael Small (AI, 2022)

A Novel Approach to Time Series Complexity via Reservoir Computing. - Braden Thorne; Thomas Jüngling; Michael Small; Débora C. Corrêa; Ayham A. Zaitouny (AI, 2022)

Backpropagation on Dynamical Networks. - Eugene Tan; Débora C. Corrêa; Thomas Stemler; Michael Small (CoRR, 2022)

Characterisation of neonatal cardiac dynamics using ordinal partition network. - Laurita dos Santos; Débora C. Corrêa; David M. Walker; Moacir Fernandes de Godoy; Elbert E. N. Macau; Michael Small (Medical Biol. Eng. Comput., 2022)

Directed Acyclic Graph networks to characterize phase space evolution with application to musical composition and industrial maintenance. - David M. Walker; Débora C. Corrêa; Shannon D. Algar (Expert Syst. Appl., 2023)

Network of compression networks to extract useful information from multivariate time series. - David M. Walker; Débora C. Corrêa (J. Complex Networks, 2023)

A Backpropagation Algorithm for Inferring Disentagled Nodal Dynamics and Connectivity Structure of Dynamical Networks. - Eugene Tan; Débora C. Corrêa; Thomas Stemler; Michael Small (IEEE Trans. Netw. Sci. Eng., 2024)