Aurelio Uncini

According to our database, Aurelio Uncini authored at least 215 papers between 1989 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

A Meta-Learning Approach for Training Explainable Graph Neural Networks.

Indro Spinelli, Simone Scardapane, Aurelio Uncini

IEEE Trans. Neural Networks Learn. Syst., April, 2024

2023

Continual learning with invertible generative models.

Jary Pomponi, Simone Scardapane, Aurelio Uncini

Neural Networks, July, 2023

A New Class of Efficient Adaptive Filters for Online Nonlinear Modeling.

Danilo Comminiello, Alireza Nezamdoust, Simone Scardapane, Michele Scarpiniti, Amir Hussain, Aurelio Uncini

IEEE Trans. Syst. Man Cybern. Syst., March, 2023

Dual quaternion ambisonics array for six-degree-of-freedom acoustic representation.

Eleonora Grassucci, Gioia Mancini, Christian Brignone, Aurelio Uncini, Danilo Comminiello

Pattern Recognit. Lett., February, 2023

GROUSE: A Task and Model Agnostic Wavelet- Driven Framework for Medical Imaging.

Eleonora Grassucci, Luigi Sigillo, Aurelio Uncini, Danilo Comminiello

IEEE Signal Process. Lett., 2023

Generalizing Medical Image Representations via Quaternion Wavelet Networks.

Luigi Sigillo, Eleonora Grassucci, Aurelio Uncini, Danilo Comminiello

CoRR, 2023

A U-Net Based Architecture for Automatic Music Transcription.

Michele Scarpiniti, Edoardo Sigismondi, Danilo Comminiello, Aurelio Uncini

Proceedings of the 33rd IEEE International Workshop on Machine Learning for Signal Processing, 2023

Phydi: Initializing Parameterized Hypercomplex Neural Networks As Identity Functions.

Matteo Mancanelli, Eleonora Grassucci, Aurelio Uncini, Danilo Comminiello

Proceedings of the 33rd IEEE International Workshop on Machine Learning for Signal Processing, 2023

Quaternion Gated Recurrent Units for Renewable Energy: Improving Power Forecasting.

Gianfranco Di Marco, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

Proceedings of the 30th IEEE International Conference on Electronics, Circuits and Systems, 2023

Overview of the L3DAS23 Challenge on Audio-Visual Extended Reality.

Christian Marinoni, Riccardo F. Gramaccioni, Changan Chen, Aurelio Uncini, Danilo Comminiello

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

Centroids Matching: an efficient Continual Learning approach operating in the embedding space.

Jary Pomponi, Simone Scardapane, Aurelio Uncini

Trans. Mach. Learn. Res., 2022

Efficient Sound Event Localization and Detection in the Quaternion Domain.

Christian Brignone, Gioia Mancini, Eleonora Grassucci, Aurelio Uncini, Danilo Comminiello

IEEE Trans. Circuits Syst. II Express Briefs, 2022

FairDrop: Biased Edge Dropout for Enhancing Fairness in Graph Representation Learning.

Indro Spinelli, Simone Scardapane, Amir Hussain, Aurelio Uncini

IEEE Trans. Artif. Intell., 2022

A Probabilistic Re-Intepretation of Confidence Scores in Multi-Exit Models.

Jary Pomponi, Simone Scardapane, Aurelio Uncini

Entropy, 2022

CoVal-SGAN: A Complex-Valued Spectral GAN architecture for the effective audio data augmentation in construction sites.

Michele Scarpiniti, Cristiano Mauri, Danilo Comminiello, Aurelio Uncini, Yong-Cheol Lee

Proceedings of the International Joint Conference on Neural Networks, 2022

Pixle: a fast and effective black-box attack based on rearranging pixels.

Jary Pomponi, Simone Scardapane, Aurelio Uncini

Proceedings of the International Joint Conference on Neural Networks, 2022

Hypercomplex Image- to- Image Translation.

Eleonora Grassucci, Luigi Sigillo, Aurelio Uncini, Danilo Comminiello

Proceedings of the International Joint Conference on Neural Networks, 2022

L3DAS22 Challenge: Learning 3D Audio Sources in a Real Office Environment.

Eric Guizzo, Christian Marinoni, Marco Pennese, Xinlei Ren, Xiguang Zheng, Chen Zhang, Bruno S. Masiero, Aurelio Uncini, Danilo Comminiello

Proceedings of the IEEE International Conference on Acoustics, 2022

Digital Audio Processing Fundamentals

Aurelio Uncini

21, Springer, ISBN: 978-3-031-14227-7, 2022

2021

Adaptive Propagation Graph Convolutional Network.

Indro Spinelli, Simone Scardapane, Aurelio Uncini

IEEE Trans. Neural Networks Learn. Syst., 2021

Structured Ensembles: An approach to reduce the memory footprint of ensemble methods.

Jary Pomponi, Simone Scardapane, Aurelio Uncini

Neural Networks, 2021

Bayesian Neural Networks with Maximum Mean Discrepancy regularization.

Jary Pomponi, Simone Scardapane, Aurelio Uncini

Neurocomputing, 2021

Deep Belief Network based audio classification for construction sites monitoring.

Michele Scarpiniti, Francesco Colasante, Simone Di Tanna, Marco Ciancia, Yong-Cheol Lee, Aurelio Uncini

Expert Syst. Appl., 2021

An Information-Theoretic Perspective on Proper Quaternion Variational Autoencoders.

Eleonora Grassucci, Danilo Comminiello, Aurelio Uncini

Entropy, 2021

Biased Edge Dropout for Enhancing Fairness in Graph Representation Learning.

Indro Spinelli, Simone Scardapane, Amir Hussain, Aurelio Uncini

CoRR, 2021

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

Eric Guizzo, Riccardo F. Gramaccioni, Saeid Jamili, Christian Marinoni, Edoardo Massaro, Claudia Medaglia, Giuseppe Nachira, Leonardo Nucciarelli, Ludovica Paglialunga, Marco Pennese, Sveva Pepe, Enrico Rocchi, Aurelio Uncini, Danilo Comminiello

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

A Quaternion-Valued Variational Autoencoder.

Eleonora Grassucci, Danilo Comminiello, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 2021

2020

Music Genre Classification Using Stacked Auto-Encoders.

Michele Scarpiniti, Simone Scardapane, Danilo Comminiello, Aurelio Uncini

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

Separation of Drum and Bass from Monaural Tracks.

Michele Scarpiniti, Simone Scardapane, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

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

Learning Activation Functions from Data Using Cubic Spline Interpolation.

Simone Scardapane, Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini

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

On 4-Dimensional Hypercomplex Algebras in Adaptive Signal Processing.

Francesca Ortolani, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

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

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

Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Raffaele Parisi, Aurelio Uncini

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

Complex-Valued Neural Networks With Nonparametric Activation Functions.

Simone Scardapane, Steven Van Vaerenbergh, Amir Hussain, Aurelio Uncini

IEEE Trans. Emerg. Top. Comput. Intell., 2020

Missing data imputation with adversarially-trained graph convolutional networks.

Indro Spinelli, Simone Scardapane, Aurelio Uncini

Neural Networks, 2020

Advanced Sound Classifiers and Performance Analyses for Accurate Audio-Based Construction Project Monitoring.

Yong-Cheol Lee, Michele Scarpiniti, Aurelio Uncini

J. Comput. Civ. Eng., 2020

Optimized training and scalable implementation of Conditional Deep Neural Networks with early exits for Fog-supported IoT applications.

Enzo Baccarelli, Simone Scardapane, Michele Scarpiniti, Alireza Momenzadeh, Aurelio Uncini

Inf. Sci., 2020

Efficient continual learning in neural networks with embedding regularization.

Jary Pomponi, Simone Scardapane, Vincenzo Lomonaco, Aurelio Uncini

Neurocomputing, 2020

Pseudo-Rehearsal for Continual Learning with Normalizing Flows.

Jary Pomponi, Simone Scardapane, Aurelio Uncini

CoRR, 2020

Why Should We Add Early Exits to Neural Networks?

Simone Scardapane, Michele Scarpiniti, Enzo Baccarelli, Aurelio Uncini

Cogn. Comput., 2020

Compressing deep-quaternion neural networks with targeted regularisation.

Riccardo Vecchi, Simone Scardapane, Danilo Comminiello, Aurelio Uncini

CAAI Trans. Intell. Technol., 2020

Differentiable Branching In Deep Networks for Fast Inference.

Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Enzo Baccarelli, Aurelio Uncini

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Deep Recurrent Neural Networks for Audio Classification in Construction Sites.

Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini, Yong-Cheol Lee

Proceedings of the 28th European Signal Processing Conference, 2020

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

Antonio Falvo, Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Aurelio Uncini

Proceedings of the 28th European Signal Processing Conference, 2020

2019

Kafnets: Kernel-based non-parametric activation functions for neural networks.

Simone Scardapane, Steven Van Vaerenbergh, Simone Totaro, Aurelio Uncini

Neural Networks, 2019

Joint feature fusion and optimization via deep discriminative model for mobile palmprint verification.

Mahdieh Izadpanahkakhk, Seyyed Mohammad Razavi, Mehran Taghipour-Gorjikolaie, Seyyed Hamid Zahiri, Aurelio Uncini

J. Electronic Imaging, 2019

Novel mobile palmprint databases for biometric authentication.

Mahdieh Izadpanahkakhk, Seyyed Mohammad Razavi, Mehran Taghipour-Gorjikolaie, Seyyed Hamid Zahiri, Aurelio Uncini

Int. J. Grid Util. Comput., 2019

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

Antonio Falvo, Danilo Comminiello, Simone Scardapane, Giorgio Finesi, Michele Scarpiniti, Aurelio Uncini

CoRR, 2019

Compressing deep quaternion neural networks with targeted regularization.

Riccardo Vecchi, Simone Scardapane, Danilo Comminiello, Aurelio Uncini

CoRR, 2019

On the Stability and Generalization of Learning with Kernel Activation Functions.

Michele Cirillo, Simone Scardapane, Steven Van Vaerenbergh, Aurelio Uncini

CoRR, 2019

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

Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Aurelio Uncini

Algorithms, 2019

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

Antonio Falvo, Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Aurelio Uncini

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

Widely Linear Kernels for Complex-valued Kernel Activation Functions.

Simone Scardapane, Steven Van Vaerenbergh, Danilo Comminiello, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 2019

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

Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 2019

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

Danilo Comminiello, Marco Lella, Simone Scardapane, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 2019

Convex Combination of Spline Adaptive Filters.

Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini

Proceedings of the 27th European Signal Processing Conference, 2019

2018

Effective Blind Source Separation Based on the Adam Algorithm.

Michele Scarpiniti, Simone Scardapane, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

Proceedings of the Multidisciplinary Approaches to Neural Computing, 2018

Privacy-Preserving Data Mining for Distributed Medical Scenarios.

Simone Scardapane, Rosa Altilio, Valentina Ciccarelli, Aurelio Uncini, Massimo Panella

Proceedings of the Multidisciplinary Approaches to Neural Computing, 2018

Energy performance of heuristics and meta-heuristics for real-time joint resource scaling and consolidation in virtualized networked data centers.

Michele Scarpiniti, Enzo Baccarelli, Paola Gabriela Vinueza Naranjo, Aurelio Uncini

J. Supercomput., 2018

Guest Editorial Special Issue on Computational Intelligence for End-to-End Audio Processing.

Stefano Squartini, Björn W. Schuller, Aurelio Uncini, C.-K. Ting

IEEE Trans. Emerg. Top. Comput. Intell., 2018

Bayesian Random Vector Functional-Link Networks for Robust Data Modeling.

Simone Scardapane, Dianhui Wang, Aurelio Uncini

IEEE Trans. Cybern., 2018

Complex-valued Neural Networks with Non-parametric Activation Functions.

Simone Scardapane, Steven Van Vaerenbergh, Amir Hussain, Aurelio Uncini

CoRR, 2018

Recurrent Neural Networks with flexible Gates using Kernel activation Functions.

Simone Scardapane, Steven Van Vaerenbergh, Danilo Comminiello, Simone Totaro, Aurelio Uncini

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

Sparse functional link adaptive filter using an ℓ₁-norm regularization.

Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Aurelio Uncini

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

Improving Graph Convolutional Networks with Non-Parametric Activation Functions.

Simone Scardapane, Steven Van Vaerenbergh, Danilo Comminiello, Aurelio Uncini

Proceedings of the 26th European Signal Processing Conference, 2018

Combined Sparse Regularization for Nonlinear Adaptive Filters.

Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Luis Antonio Azpicueta-Ruiz, Aurelio Uncini

Proceedings of the 26th European Signal Processing Conference, 2018

2017

Fully Decentralized Semi-supervised Learning via Privacy-preserving Matrix Completion.

Roberto Fierimonte, Simone Scardapane, Aurelio Uncini, Massimo Panella

IEEE Trans. Neural Networks Learn. Syst., 2017

Frequency domain quaternion adaptive filters: Algorithms and convergence performance.

Francesca Ortolani, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

Signal Process., 2017

Combined nonlinear filtering architectures involving sparse functional link adaptive filters.

Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini

Signal Process., 2017

Group sparse regularization for deep neural networks.

Simone Scardapane, Danilo Comminiello, Amir Hussain, Aurelio Uncini

Neurocomputing, 2017

Kafnets: kernel-based non-parametric activation functions for neural networks.

Simone Scardapane, Steven Van Vaerenbergh, Aurelio Uncini

CoRR, 2017

Semi-supervised Echo State Networks for Audio Classification.

Simone Scardapane, Aurelio Uncini

Cogn. Comput., 2017

On the use of deep recurrent neural networks for detecting audio spoofing attacks.

Simone Scardapane, Lucas Stoffl, Florian Röhrbein, Aurelio Uncini

Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

Efficient Data Augmentation Using Graph Imputation Neural Networks.

Indro Spinelli, Simone Scardapane, Michele Scarpiniti, Aurelio Uncini

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

Quaternion Widely Linear Forecasting of Air Quality.

Michele Scarpiniti, Danilo Comminiello, Federico Muciaccia, Aurelio Uncini

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

A CNN Approach for Audio Classification in Construction Sites.

Alessandro Maccagno, Andrea Mastropietro, Umberto Mazziotta, Michele Scarpiniti, Yong-Cheol Lee, Aurelio Uncini

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

Flexible Generative Adversarial Networks with Non-parametric Activation Functions.

Eleonora Grassucci, Simone Scardapane, Danilo Comminiello, Aurelio Uncini

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

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

Antonio Falvo, Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Aurelio Uncini

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

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

Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini

Proceedings of the 25th European Signal Processing Conference, 2017

2016

Benchmarking Functional Link Expansions for Audio Classification Tasks.

Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

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

Frequency-Domain Adaptive Filtering in Hypercomplex Systems.

Francesca Ortolani, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

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

A Comparison of Consensus Strategies for Distributed Learning of Random Vector Functional-Link Networks.

Roberto Fierimonte, Simone Scardapane, Massimo Panella, Aurelio Uncini

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

A Nonlinear Acoustic Echo Canceller with Improved Tracking Capabilities.

Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Raffaele Parisi, Aurelio Uncini

Proceedings of the Recent Advances in Nonlinear Speech Processing, 2016

Steady-State Performance of Spline Adaptive Filters.

Michele Scarpiniti, Danilo Comminiello, Gaetano Scarano, Raffaele Parisi, Aurelio Uncini

IEEE Trans. Signal Process., 2016

Distributed semi-supervised support vector machines.

Simone Scardapane, Roberto Fierimonte, Paolo Di Lorenzo, Massimo Panella, Aurelio Uncini

Neural Networks, 2016

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

Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

Inf. Sci., 2016

Effective Blind Source Separation Based on the Adam Algorithm.

Michele Scarpiniti, Simone Scardapane, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

CoRR, 2016

Learning activation functions from data using cubic spline interpolation.

Simone Scardapane, Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini

CoRR, 2016

Granular Computing Techniques for Classification and Semantic Characterization of Structured Data.

Filippo Maria Bianchi, Simone Scardapane, Antonello Rizzi, Aurelio Uncini, Alireza Sadeghian

Cogn. Comput., 2016

Distributed Reservoir Computing with Sparse Readouts [Research Frontier].

Simone Scardapane, Massimo Panella, Danilo Comminiello, Amir Hussain, Aurelio Uncini

IEEE Comput. Intell. Mag., 2016

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

Francesca Ortolani, Danilo Comminiello, Aurelio Uncini

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.

Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini

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

Distributed spectral clustering based on Euclidean distance matrix completion.

Simone Scardapane, Rosa Altilio, Massimo Panella, Aurelio Uncini

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

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

Vinal Patel, Danilo Comminiello, Michele Scarpiniti, Nithin V. George, Aurelio Uncini

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

Diffusion spline adaptive filtering.

Simone Scardapane, Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini

Proceedings of the 24th European Signal Processing Conference, 2016

2015

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

Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

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.

Raffaele Parisi, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

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

Online Selection of Functional Links for Nonlinear System Identification.

Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

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

Online Sequential Extreme Learning Machine With Kernels.

Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

IEEE Trans. Neural Networks Learn. Syst., 2015

Intelligent Acoustic Interfaces With Multisensor Acquisition for Immersive Reproduction.

Danilo Comminiello, Stefania Cecchi, Michele Scarpiniti, Michele Gasparini, Laura Romoli, Francesco Piazza, Aurelio Uncini

IEEE Trans. Multim., 2015

Novel Cascade Spline Architectures for the Identification of Nonlinear Systems.

Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

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

Nonlinear system identification using IIR Spline Adaptive Filters.

Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

Signal Process., 2015

Improving nonlinear modeling capabilities of functional link adaptive filters.

Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Raffaele Parisi, Aurelio Uncini

Neural Networks, 2015

Prediction of telephone calls load using Echo State Network with exogenous variables.

Filippo Maria Bianchi, Simone Scardapane, Aurelio Uncini, Antonello Rizzi, Alireza Sadeghian

Neural Networks, 2015

Distributed learning for Random Vector Functional-Link networks.

Simone Scardapane, Dianhui Wang, Massimo Panella, Aurelio Uncini

Inf. Sci., 2015

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

Simone Scardapane, Massimo Panella, Danilo Comminiello, Aurelio Uncini

Proceedings of the INNS Conference on Big Data 2015, 2015

Distributed music classification using Random Vector Functional-Link nets.

Simone Scardapane, Roberto Fierimonte, Dianhui Wang, Massimo Panella, Aurelio Uncini

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

An interactive optimization procedure for stereophonic acoustic echo cancellation systems.

Laura Romoli, Stefania Cecchi, Francesco Piazza, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

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

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

Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

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

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

Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini

Proceedings of the 23rd European Signal Processing Conference, 2015

2014

Green multimedia wireless sensor networks: distributed intelligent data fusion, in-network processing, and optimized resource management.

Enzo Baccarelli, Francesco Chiti, Nicola Cordeschi, Romano Fantacci, Dania Marabissi, Raffaele Parisi, Aurelio Uncini

IEEE Wirel. Commun., 2014

Nonlinear Acoustic Echo Cancellation Based on Sparse Functional Link Representations.

Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini

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

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

Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

Signal Process., 2014

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

Simone Scardapane, Gabriele Nocco, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

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

Advanced intelligent acoustic interfaces for multichannel audio reproduction.

Danilo Comminiello, Stefania Cecchi, Michele Gasparini, Michele Scarpiniti, Aurelio Uncini, Francesco Piazza

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

An interpretable graph-based image classifier.

Filippo Maria Bianchi, Simone Scardapane, Lorenzo Livi, Aurelio Uncini, Antonello Rizzi

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

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

Laura Romoli, Stefania Cecchi, Danilo Comminiello, Francesco Piazza, Aurelio Uncini

Proceedings of the 22nd European Signal Processing Conference, 2014

GP-based kernel evolution for L2-Regularization Networks.

Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

Proceedings of the IEEE Congress on Evolutionary Computation, 2014

2013

Functional Link Adaptive Filters for Nonlinear Acoustic Echo Cancellation.

Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini

IEEE Trans. Speech Audio Process., 2013

Nonlinear spline adaptive filtering.

Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

Signal Process., 2013

Combined adaptive beamforming schemes for nonstationary interfering noise reduction.

Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

Signal Process., 2013

Proportionate Algorithms for Blind Source Separation.

Michele Scarpiniti, Danilo Comminiello, Simone Scardapane, Raffaele Parisi, Aurelio Uncini

Proceedings of the Recent Advances of Neural Network Models and Applications, 2013

A Preliminary Study on Transductive Extreme Learning Machines.

Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

Proceedings of the Recent Advances of Neural Network Models and Applications, 2013

Interactive quality enhancement in acoustic echo cancellation.

Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Aurelio Uncini

Proceedings of the 36th International Conference on Telecommunications and Signal Processing, 2013

Combined adaptive beamforming techniques for noise reduction in changing environments.

Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

Proceedings of the 36th International Conference on Telecommunications and Signal Processing, 2013

Music classification using extreme learning machines.

Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini

Proceedings of the 8th International Symposium on Image and Signal Processing and Analysis, 2013

Convex combination of MIMO filters for multichannel acoustic echo cancellation.

Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

Proceedings of the 8th International Symposium on Image and Signal Processing and Analysis, 2013

Localization of audio sources by multiple binaural sensors.

Raffaele Parisi, Riccardo Russo, Michele Scarpiniti, Aurelio Uncini

Proceedings of the 18th International Conference on Digital Signal Processing, 2013

2012

Cepstrum Prefiltering for Binaural Source Localization in Reverberant Environments.

Raffaele Parisi, Flavia Camoes, Michele Scarpiniti, Aurelio Uncini

IEEE Signal Process. Lett., 2012

A Collaborative Filter Approach to Adaptive Noise Cancellation.

Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets and Surroundings - 22nd Italian Workshop on Neural Nets, 2012

PM 10 Forecasting Using Kernel Adaptive Filtering: An Italian Case Study.

Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets and Surroundings - 22nd Italian Workshop on Neural Nets, 2012

2011

A Collaborative Approach to Time-Series Prediction.

Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets WIRN11, 2011

Binaural sound source localization in the presence of reverberation.

Cecilia Maria Zannini, Raffaele Parisi, Aurelio Uncini

Proceedings of the 17th International Conference on Digital Signal Processing, 2011

Comparison of Hammerstein and Wiener systems for nonlinear acoustic echo cancelers in reverberant environments.

Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini

Proceedings of the 17th International Conference on Digital Signal Processing, 2011

2010

Guest Editorial Special Section on Blind Signal Processing and Its Applications.

Shoji Makino, Andrzej Cichocki, Wei Xing Zheng, Aurelio Uncini

IEEE Trans. Circuits Syst. I Regul. Pap., 2010

A Geometrically Constrained ICA Algorithm for Blind Separation in Convolutive Environments.

Michele Scarpiniti, Francesco Di Palma, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets WIRN10, 2010

A Pre-Filtering and Post-Filtering Approach to Blind Source Separation.

Michele Scarpiniti, Gabriele Bunkheila, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets WIRN10, 2010

Improved TDOA disambiguation techniques for sound source localization in reverberant environments.

Cecilia Maria Zannini, Albenzio Cirillo, Raffaele Parisi, Aurelio Uncini

Proceedings of the International Symposium on Circuits and Systems (ISCAS 2010), May 30, 2010

A novel affine projection algorithm for superdirective microphone array beamforming.

Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

Proceedings of the International Symposium on Circuits and Systems (ISCAS 2010), May 30, 2010

Simplified optimal line selection for acoustic localization in the presence of reverberation.

Albenzio Cirillo, Raffaele Parisi, Michele Scarpiniti, Aurelio Uncini

Proceedings of the 18th European Signal Processing Conference, 2010

2009

A Partitioned Frequency Block Algorithm for Blind Separation in Reverberant Environments.

Michele Scarpiniti, Andrea Picaro, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets WIRN09, 2009

A new consistency measure for localization of sound sources in the presence of reverberation.

Albenzio Cirillo, Raffaele Parisi, Aurelio Uncini

Proceedings of the 16th International Conference on Digital Signal Processing, 2009

Stereo acoustical echo cancellation based on common poles.

Gabriele Bunkheila, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

Proceedings of the 16th International Conference on Digital Signal Processing, 2009

2008

Generalized splitting functions for blind separation of complex signals.

Michele Scarpiniti, Daniele Vigliano, Raffaele Parisi, Aurelio Uncini

Neurocomputing, 2008

Flexible Nonlinear Blind Signal Separation in the Complex Domain.

Daniele Vigliano, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

Int. J. Neural Syst., 2008

Data Fusion Framework: concurrent architecture for real-time processing.

Stefano Laoreti, Davide Renzi, Raffaele Parisi, Aurelio Uncini

Int. J. Inf. Commun. Technol., 2008

A Flexible Natural Gradient Approach to Blind Separation of Complex Signals.

Michele Scarpiniti, Daniele Vigliano, Raffaele Parisi, Aurelio Uncini

Proceedings of the New Directions in Neural Networks, 2008

Genre classification of compressed audio data.

Antonello Rizzi, Nicola Maurizio Buccino, Massimo Panella, Aurelio Uncini

Proceedings of the International Workshop on Multimedia Signal Processing, 2008

Model order selection for estimation of Common Acoustical Poles.

Gabriele Bunkheila, Raffaele Parisi, Aurelio Uncini

Proceedings of the International Symposium on Circuits and Systems (ISCAS 2008), 2008

Sound mapping in reverberant rooms by a robust direct method.

Albenzio Cirillo, Raffaele Parisi, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 2008

2007

Generalized Flexible Splitting Function Outperforms Classical Approaches in Blind Signal Separation of Complex Environment.

Michele Scarpiniti, Daniele Vigliano, Raffaele Parisi, Aurelio Uncini

Proceedings of the 15th International Conference on Digital Signal Processing, 2007

Source Localization in Reverberant Environments by Consistent Peak Selection.

Raffaele Parisi, Albenzio Cirillo, Massimo Panella, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 2007

2006

An IIR architecture for BSS in strong nonlinear convolutive environments.

Daniele Vigliano, Raffaele Parisi, Aurelio Uncini

Proceedings of the International Symposium on Circuits and Systems (ISCAS 2006), 2006

Particle swarm localization of acoustic sources in the presence of reverberation.

Raffaele Parisi, P. Croene, Aurelio Uncini

Proceedings of the International Symposium on Circuits and Systems (ISCAS 2006), 2006

Flexible ICA approach to the nonlinear blind signal separation in the complex domain.

Daniele Vigliano, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini

Proceedings of the 14th European Signal Processing Conference, 2006

Optimal Short-Time Features for Music/Speech Classification of Compressed Audio Data.

Antonello Rizzi, Nicola Maurizio Buccino, Massimo Panella, Aurelio Uncini

Proceedings of the 2006 International Conference on Computational Intelligence for Modelling Control and Automation (CIMCA 2006), International Conference on Intelligent Agents, Web Technologies and Internet Commerce (IAWTIC 2006), 29 November, 2006

2005

An information theoretic approach to a novel nonlinear independent component analysis paradigm.

Daniele Vigliano, Raffaele Parisi, Aurelio Uncini

Signal Process., 2005

A Recurrent ICA Approach to a Novel BSS Convolutive Nonlinear Problem.

Daniele Vigliano, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets, 16th Italian Workshop on Neural Nets, 2005

2004

Spline neural networks for blind separation of post-nonlinear-linear mixtures.

Mirko Solazzi, Aurelio Uncini

IEEE Trans. Circuits Syst. I Regul. Pap., 2004

Regularising neural networks using flexible multivariate activation function.

Mirko Solazzi, Aurelio Uncini

Neural Networks, 2004

A Flexible ICA Approach to a Novel BSS Convolutive Nonlinear Problem: Preliminary Results.

Daniele Vigliano, Raffaele Parisi, Aurelio Uncini

Proceedings of the Biological and Artificial Intelligence Environments, 2004

Nonlinear ICA solutions for convolutive mixing of PNL mixtures.

Daniele Vigliano, Aurelio Uncini, Raffaele Parisi

Proceedings of the 2004 International Symposium on Circuits and Systems, 2004

A novel recurrent network for independent component analysis of post nonlinear convolutive mixtures.

Daniele Vigliano, Raffaele Parisi, Aurelio Uncini

Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

2003

Blind signal processing by complex domain adaptive spline neural networks.

Aurelio Uncini, Francesco Piazza

IEEE Trans. Neural Networks, 2003

Audio signal processing by neural networks.

Aurelio Uncini

Neurocomputing, 2003

Special issue on evolving solution with neural networks.

Alessandra Fanni, Aurelio Uncini

Neurocomputing, 2003

Generalized Splitting 2D Flexible Activation Function.

Francesca Vitagliano, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets, 14th Italian Workshop on Neural Nets, 2003

Dereverberation of Acoustic Signals by Independent Component Analysis.

Claudio Sistopaoli, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets, 14th Italian Workshop on Neural Nets, 2003

Automatic Polyphonic Piano Music Transcription by a Multi-classification Discriminative-Learning.

Stefano D'Urso, Aurelio Uncini

Proceedings of the Neural Nets, 14th Italian Workshop on Neural Nets, 2003

Adaptive room acoustic response simulation: a virtual 3D application.

Giovanni Costantini, Daniele Casali, Aurelio Uncini

Proceedings of the NNSP 2003, 2003

2002

Subband neural networks prediction for on-line audio signal recovery.

Gianandrea Cocchi, Aurelio Uncini

IEEE Trans. Neural Networks, 2002

Sound Synthesis by Flexible Activation Function Recurrent Neural Networks.

Aurelio Uncini

Proceedings of the Neural Nets, 13th Italian Workshop on Neural Nets, 2002

Spline Recurrent Neural Networks for Quad-Tree Video Coding.

Lorenzo Topi, Raffaele Parisi, Aurelio Uncini

Proceedings of the Neural Nets, 13th Italian Workshop on Neural Nets, 2002

A multirate approach to multichannel blind deconvolution.

Andrea Celani, Stefano Bartoloni, Aurelio Uncini, Francesco Piazza

Proceedings of the 2002 International Symposium on Circuits and Systems, 2002

Blind source separation of convolutive nonlinear mixtures by flexible spline nonlinear functions.

Fabio Milani, Mirko Solazzi, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 2002

Acoustic echo cancellation in the presence of distorting loudspeakers.

Aurelio Uncini, Andrea Nalin, Raffaele Parisi

Proceedings of the 11th European Signal Processing Conference, 2002

2001

Complex discriminative learning Bayesian neural equalizer.

Mirko Solazzi, Aurelio Uncini, Elio D. Di Claudio, Raffaele Parisi

Signal Process., 2001

Complex domain flexible non-linear function for blind signal separation.

Simone Barbabella, Francesco Piazza, Aurelio Uncini

Proceedings of the 2001 International Symposium on Circuits and Systems, 2001

Nonlinear blind source separation by spline neural networks.

Mirko Solazzi, Francesco Piazza, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 2001

Subbands audio signal recovering using neural nonlinear prediction.

Gianandrea Cocchi, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 2001

2000

A Signal-Flow-Graph Approach to On-line Gradient Calculation.

Paolo Campolucci, Aurelio Uncini, Francesco Piazza

Neural Comput., 2000

Artificial Neural Networks with Adaptive Multidimensional Spline Activation Functions.

Mirko Solazzi, Aurelio Uncini

Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000

Low Complexity Adaptive Non-Linear Function for Blind Signal Separation.

Andrea Pierani, Francesco Piazza, Mirko Solazzi, Aurelio Uncini

Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000

Neural equalizer with adaptive multidimensional spline activation functions.

Mirko Solazzi, Aurelio Uncini, Francesco Piazza

Proceedings of the IEEE International Conference on Acoustics, 2000

1999

Complex-valued neural networks with adaptive spline activation function for digital-radio-links nonlinear equalization.

Aurelio Uncini, Lorenzo Vecci, Paolo Campolucci, Francesco Piazza

IEEE Trans. Signal Process., 1999

Multilayer feedforward networks with adaptive spline activation function.

S. Guarnieri, Francesco Piazza, Aurelio Uncini

IEEE Trans. Neural Networks, 1999

On-line learning algorithms for locally recurrent neural networks.

Paolo Campolucci, Aurelio Uncini, Francesco Piazza, Bhaskar D. Rao

IEEE Trans. Neural Networks, 1999

Power-of-two adaptive filters using tabu search.

Stefano Traferro, Aurelio Uncini

Proceedings of the 1999 International Symposium on Circuits and Systems, ISCAS 1999, Orlando, Florida, USA, May 30, 1999

Efficient allocation of power of two terms in FIR digital filter design using tabu search.

Stefano Traferro, F. Capparelli, Francesco Piazza, Aurelio Uncini

Proceedings of the 1999 International Symposium on Circuits and Systems, ISCAS 1999, Orlando, Florida, USA, May 30, 1999

Neural blind separation of complex sources by extended APEX algorithm (EAPEX).

Simone G. O. Fiori, Aurelio Uncini, Francesco Piazza

Proceedings of the 1999 International Symposium on Circuits and Systems, ISCAS 1999, Orlando, Florida, USA, May 30, 1999

Blind deconvolution by modified Bussgang algorithm.

Simone G. O. Fiori, Aurelio Uncini, Francesco Piazza

Proceedings of the 1999 International Symposium on Circuits and Systems, ISCAS 1999, Orlando, Florida, USA, May 30, 1999

Frequency recovery of narrow-band speech using adaptive spline neural networks.

Aurelio Uncini, Frencesco Gobbi, Francesco Piazza

Proceedings of the 1999 IEEE International Conference on Acoustics, 1999

1998

Learning and Approximation Capabilities of Adaptive Spline Activation Function Neural Networks.

Lorenzo Vecci, Francesco Piazza, Aurelio Uncini

Neural Networks, 1998

A class of fast complex domain neural networks for signal processing applications.

Aurelio Uncini, Francesco Piazza

Proceedings of the 9th European Signal Processing Conference, 1998

A unified approach to laterally-connected neural NETS.

Simone G. O. Fiori, Aurelio Uncini

Proceedings of the 9th European Signal Processing Conference, 1998

Recurrent neural networks for signal processing trained by a new second order algorithm.

Paolo Campolucci, Michele Simonetti, Aurelio Uncini

Proceedings of the 9th European Signal Processing Conference, 1998

1997

Approximation capabilities of adaptive spline neural networks.

Lorenzo Vecci, Paolo Campolucci, Francesco Piazza, Aurelio Uncini

Proceedings of International Conference on Neural Networks (ICNN'97), 1997

Signal-flow-graph derivation of on-line gradient learning algorithms.

Paolo Campolucci, Andrea Marchegrani, Aurelio Uncini, Francesco Piazza

Proceedings of International Conference on Neural Networks (ICNN'97), 1997

A new unsupervised neural learning rule for orthonormal signal processing.

Simone G. O. Fiori, Paolo Campolucci, Aurelio Uncini, Francesco Piazza

Proceedings of the 1997 IEEE International Conference on Acoustics, 1997

A new IIR-MLP learning algorithm for on-line signal processing.

Paolo Campolucci, Simone G. O. Fiori, Aurelio Uncini, Francesco Piazza

Proceedings of the 1997 IEEE International Conference on Acoustics, 1997

Application of the MEC Network to Principal Component Analysis and Source Separation.

Simone G. O. Fiori, Aurelio Uncini, Francesco Piazza

Proceedings of the Artificial Neural Networks, 1997

1996

Improved power-of-two sharpening filter design by genetic algorithm.

Paolo Gentili, Francesco Piazza, Aurelio Uncini

Proceedings of the 1996 IEEE International Conference on Acoustics, 1996

Fast adaptive IIR-MLP neural networks for signal processing applications.

Paolo Campolucci, Aurelio Uncini, Francesco Piazza

Proceedings of the 1996 IEEE International Conference on Acoustics, 1996

Split-band LD-CELP wideband speech coding at 24 kbit/s.

Andrea Santilli, Aurelio Uncini, Francesco Piazza

Proceedings of the 8th European Signal Processing Conference, 1996

1995

On-line learning algorithms for neural networks with IIR synapses.

Paolo Campolucci, Francesco Piazza, Aurelio Uncini

Proceedings of International Conference on Neural Networks (ICNN'95), Perth, WA, Australia, November 27, 1995

Efficient genetic algorithm design for power-of-two FIR filters.

Paolo Gentili, Francesco Piazza, Aurelio Uncini

Proceedings of the 1995 International Conference on Acoustics, 1995

1994

Efficient DOA Estimation by a Specific SVD Algorithm.

A. Massetani, Francesco Piazza, Aurelio Uncini

Proceedings of the 1994 IEEE International Symposium on Circuits and Systems, ISCAS 1994, London, England, UK, May 30, 1994

Evolutionary Design of Fir Digital Filters with Power-of-Two Coefficients.

Paolo Gentili, Francesco Piazza, Aurelio Uncini

Proceedings of the First IEEE Conference on Evolutionary Computation, 1994

1993

Fast neural networks without multipliers.

Michele Marchesi, Gianni Orlandi, Francesco Piazza, Aurelio Uncini

IEEE Trans. Neural Networks, 1993

1992

Applications of simulated annealing for the design of special digital filters.

Nevio Benvenuto, Michele Marchesi, Aurelio Uncini

IEEE Trans. Signal Process., 1992

1991

Optimal weighted LS AR estimation in presence of impulsive noise.

Elio D. Di Claudio, Gianni Orlandi, Francesco Piazza, Aurelio Uncini

Proceedings of the 1991 International Conference on Acoustics, 1991

Non linear satellite radio links equalized using blind neural networks.

Nevio Benvenuto, Michele Marchesi, Francesco Piazza, Aurelio Uncini

Proceedings of the 1991 International Conference on Acoustics, 1991

1990

Improved evoked potential estimation using neural network.

Aurelio Uncini, Michele Marchesi, Gianni Orlandi, Francesco Piazza

Proceedings of the IJCNN 1990, 1990

Multi-layer perceptrons with discrete weights.

Michele Marchesi, Gianni Orlandi, Francesco Piazza, L. Pollonara, Aurelio Uncini

Proceedings of the IJCNN 1990, 1990

Results on the application of simulated annealing algorithm for the design of digital filters with powers-of-two coefficients.

Nevio Benvenuto, Michele Marchesi, Aurelio Uncini

Proceedings of the 1990 International Conference on Acoustics, 1990

1989

Finite wordlength digital filter design using an annealing algorithm.

Nevio Benvenuto, Michele Marchesi, Gianni Orlandi, Francesco Piazza, Aurelio Uncini

Proceedings of the IEEE International Conference on Acoustics, 1989