Danilo Comminiello

Entropy, 2021

Lightweight Convolutional Neural Networks By Hypercomplex Parameterization.

[BibT_eX]

[DOI]

Aston Zhang

CoRR, 2021

Quaternion Generative Adversarial Networks.

[BibT_eX]

[DOI]

Edoardo Cicero

CoRR, 2021

L3DAS21 Challenge: Machine Learning for 3D Audio Signal Processing.

[BibT_eX]

[DOI]

Eric Guizzo

Riccardo F. Gramaccioni

Proceedings of the 2021 IEEE 31st International Workshop on Machine Learning for Signal Processing (MLSP), 2021

A Quaternion-Valued Variational Autoencoder.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2021

2020

Music Genre Classification Using Stacked Auto-Encoders.

[BibT_eX]

[DOI]

Proceedings of the Neural Approaches to Dynamics of Signal Exchanges, 2020

Separation of Drum and Bass from Monaural Tracks.

[BibT_eX]

[DOI]

Proceedings of the Neural Advances in Processing Nonlinear Dynamic Signals, 2020

Learning Activation Functions from Data Using Cubic Spline Interpolation.

[BibT_eX]

[DOI]

Proceedings of the Neural Advances in Processing Nonlinear Dynamic Signals, 2020

On 4-Dimensional Hypercomplex Algebras in Adaptive Signal Processing.

[BibT_eX]

[DOI]

Proceedings of the Neural Advances in Processing Nonlinear Dynamic Signals, 2020

A Low-Complexity Linear-in-the-Parameters Nonlinear Filter for Distorted Speech Signals.

[BibT_eX]

[DOI]

Proceedings of the Neural Advances in Processing Nonlinear Dynamic Signals, 2020

Compressing deep-quaternion neural networks with targeted regularisation.

[BibT_eX]

[DOI]

CAAI Trans. Intell. Technol., 2020

Quaternion Neural Networks for 3D Sound Source Localization in Reverberant Environments.

[BibT_eX]

[DOI]

Michela Ricciardi Celsi

Fernando Sánchez Lasheras

Proceedings of the 30th IEEE International Workshop on Machine Learning for Signal Processing, 2020

Differentiable Branching In Deep Networks for Fast Inference.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Deep Recurrent Neural Networks for Audio Classification in Construction Sites.

[BibT_eX]

[DOI]

Proceedings of the 28th European Signal Processing Conference, 2020

A Wide Multimodal Dense U-Net for Fast Magnetic Resonance Imaging.

[BibT_eX]

[DOI]

Proceedings of the 28th European Signal Processing Conference, 2020

2019

A Multimodal Deep Network for the Reconstruction of T2W MR Images.

[BibT_eX]

[DOI]

CoRR, 2019

Compressing deep quaternion neural networks with targeted regularization.

[BibT_eX]

[DOI]

CoRR, 2019

Advances in Complex Systems and Their Applications to Cybersecurity.

[BibT_eX]

[DOI]

Alicja Krzemien

Complex., 2019

Steady-State Performance of an Adaptive Combined MISO Filter Using the Multichannel Affine Projection Algorithm.

[BibT_eX]

[DOI]

Algorithms, 2019

A Multimodal Dense U-Net For Accelerating Multiple Sclerosis MRI.

[BibT_eX]

[DOI]

Proceedings of the 29th IEEE International Workshop on Machine Learning for Signal Processing, 2019

Widely Linear Kernels for Complex-valued Kernel Activation Functions.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Frequency-domain Adaptive Filtering: from Real to Hypercomplex Signal Processing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Quaternion Convolutional Neural Networks for Detection and Localization of 3D Sound Events.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Convex Combination of Spline Adaptive Filters.

[BibT_eX]

[DOI]

Proceedings of the 27th European Signal Processing Conference, 2019

2018

Effective Blind Source Separation Based on the Adam Algorithm.

[BibT_eX]

[DOI]

Proceedings of the Multidisciplinary Approaches to Neural Computing, 2018

Recurrent Neural Networks with flexible Gates using Kernel activation Functions.

[BibT_eX]

[DOI]

Simone Totaro

Proceedings of the 28th IEEE International Workshop on Machine Learning for Signal Processing, 2018

Sparse functional link adaptive filter using an ℓ<sub>1</sub>-norm regularization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2018

Improving Graph Convolutional Networks with Non-Parametric Activation Functions.

[BibT_eX]

[DOI]

Proceedings of the 26th European Signal Processing Conference, 2018

Combined Sparse Regularization for Nonlinear Adaptive Filters.

[BibT_eX]

[DOI]

Proceedings of the 26th European Signal Processing Conference, 2018

2017

Frequency domain quaternion adaptive filters: Algorithms and convergence performance.

[BibT_eX]

[DOI]

Signal Process., 2017

Combined nonlinear filtering architectures involving sparse functional link adaptive filters.

[BibT_eX]

[DOI]

Signal Process., 2017

Group sparse regularization for deep neural networks.

[BibT_eX]

[DOI]

Neurocomputing, 2017

Quaternion Widely Linear Forecasting of Air Quality.

[BibT_eX]

[DOI]

Proceedings of the Advances in Intelligent Information Hiding and Multimedia Signal Processing, 2017

Flexible Generative Adversarial Networks with Non-parametric Activation Functions.

[BibT_eX]

[DOI]

Proceedings of the Advances in Intelligent Information Hiding and Multimedia Signal Processing, 2017

A Multimodal Deep Network for the Reconstruction of T2W MR Images.

[BibT_eX]

[DOI]

Proceedings of the Advances in Intelligent Information Hiding and Multimedia Signal Processing, 2017

Introducing complex functional link polynomial filters.

[BibT_eX]

[DOI]

Alberto Carini

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Full proportionate functional link adaptive filters for nonlinear acoustic echo cancellation.

[BibT_eX]

[DOI]

Proceedings of the 25th European Signal Processing Conference, 2017

2016

Benchmarking Functional Link Expansions for Audio Classification Tasks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Networks - Computational Intelligence for ICT, 2016

Frequency-Domain Adaptive Filtering in Hypercomplex Systems.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Networks - Computational Intelligence for ICT, 2016

A Nonlinear Acoustic Echo Canceller with Improved Tracking Capabilities.

[BibT_eX]

[DOI]

Proceedings of the Recent Advances in Nonlinear Speech Processing, 2016

Adaptive Algorithms for Intelligent Acoustic Interfaces.

[BibT_eX]

[DOI]

PhD thesis, 2016

Steady-State Performance of Spline Adaptive Filters.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

A semi-supervised random vector functional-link network based on the transductive framework.

[BibT_eX]

[DOI]

Inf. Sci., 2016

Effective Blind Source Separation Based on the Adam Algorithm.

[BibT_eX]

[DOI]

CoRR, 2016

Learning activation functions from data using cubic spline interpolation.

[BibT_eX]

[DOI]

CoRR, 2016

Distributed Reservoir Computing with Sparse Readouts [Research Frontier].

[BibT_eX]

[DOI]

IEEE Comput. Intell. Mag., 2016

The widely linear block quaternion least mean square algorithm for fast computation in 3D audio systems.

[BibT_eX]

[DOI]

Francesca Ortolani

Proceedings of the 26th IEEE International Workshop on Machine Learning for Signal Processing, 2016

A block-based combined scheme exploiting sparsity in nonlinear acoustic echo cancellation.

[BibT_eX]

[DOI]

Proceedings of the 26th IEEE International Workshop on Machine Learning for Signal Processing, 2016

Design of hybrid nonlinear spline adaptive filters for active noise control.

[BibT_eX]

[DOI]

Proceedings of the 2016 International Joint Conference on Neural Networks, 2016

A split kernel adaptive filtering architecture for nonlinear acoustic echo cancellation.

[BibT_eX]

[DOI]

Proceedings of the 24th European Signal Processing Conference, 2016

Diffusion spline adaptive filtering.

[BibT_eX]

[DOI]

Proceedings of the 24th European Signal Processing Conference, 2016

2015

Significance-Based Pruning for Reservoir's Neurons in Echo State Networks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Networks: Computational and Theoretical Issues, 2015

Integration of Audio and Video Clues for Source Localization by a Robotic Head.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Networks: Computational and Theoretical Issues, 2015

Online Selection of Functional Links for Nonlinear System Identification.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Networks: Computational and Theoretical Issues, 2015

Online Sequential Extreme Learning Machine With Kernels.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2015

Intelligent Acoustic Interfaces With Multisensor Acquisition for Immersive Reproduction.

[BibT_eX]

[DOI]

IEEE Trans. Multim., 2015

Novel Cascade Spline Architectures for the Identification of Nonlinear Systems.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. I Regul. Pap., 2015

Nonlinear system identification using IIR Spline Adaptive Filters.

[BibT_eX]

[DOI]

Signal Process., 2015

Improving nonlinear modeling capabilities of functional link adaptive filters.

[BibT_eX]

[DOI]

Neural Networks, 2015

Learning from Distributed Data Sources Using Random Vector Functional-Link Networks.

[BibT_eX]

[DOI]

Proceedings of the INNS Conference on Big Data 2015, 2015

An interactive optimization procedure for stereophonic acoustic echo cancellation systems.

[BibT_eX]

[DOI]

Proceedings of the 2015 International Joint Conference on Neural Networks, 2015

Functional link expansions for nonlinear modeling of audio and speech signals.

[BibT_eX]

[DOI]

Proceedings of the 2015 International Joint Conference on Neural Networks, 2015

A nonlinear architecture involving a combination of proportionate functional link adaptive filters.

[BibT_eX]

[DOI]

Proceedings of the 23rd European Signal Processing Conference, 2015

2014

Nonlinear Acoustic Echo Cancellation Based on Sparse Functional Link Representations.

[BibT_eX]

[DOI]

IEEE ACM Trans. Audio Speech Lang. Process., 2014

Hammerstein uniform cubic spline adaptive filters: Learning and convergence properties.

[BibT_eX]

[DOI]

Signal Process., 2014

An effective criterion for pruning reservoir's connections in Echo State Networks.

[BibT_eX]

[DOI]

Proceedings of the 2014 International Joint Conference on Neural Networks, 2014

Advanced intelligent acoustic interfaces for multichannel audio reproduction.

[BibT_eX]

[DOI]

Proceedings of the 2014 International Joint Conference on Neural Networks, 2014

Novel decorrelation approach for an advanced multichannel acoustic echo cancellation system.

[BibT_eX]

[DOI]

Proceedings of the 22nd European Signal Processing Conference, 2014

GP-based kernel evolution for L2-Regularization Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE Congress on Evolutionary Computation, 2014

2013

Functional Link Adaptive Filters for Nonlinear Acoustic Echo Cancellation.

[BibT_eX]

[DOI]