Danilo Comminiello | Ricerc@Sapienza

Publications

Title	Published on	Year
Apprendimento distribuito in scenari single-task e multi-task	Memorie ET2017	2017
Full proportionate functional link adaptive filters for nonlinear acoustic echo cancellation	Proceedings of 25th European Signal Processing Conference (EUSIPCO 2017)	2017
Introducing complex functional link polynomial filters	Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing	2017
A semi-supervised random vector functional-link network based on the transductive framework	INFORMATION SCIENCES	2016
Steady-state performance of spline adaptive filter	IEEE TRANSACTIONS ON SIGNAL PROCESSING	2016
A nonlinear acoustic echo canceller with improved tracking capabilities	Recent Advances in Nonlinear Speech Processing	2016
Frequency-domain adaptive filtering in hypercomplex systems	Advances in Neural Networks - Computational Intelligence for ICT	2016
Benchmarking functional link expansions for audio classification tasks	Advances in Neural Networks - Computational Intelligence for ICT	2016
Design of hybrid nonlinear spline adaptive filters for active noise control	Proceedings of the 2016 International Joint Conference on Neural Networks	2016
A block-based combined scheme exploiting sparsity in nonlinear acoustic echo cancellation	Proc. of the 26th IEEE International Workshop on Machine Learning for Signal Processing	2016
Distributed reservoir computing with sparse readouts	IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE	2016
Diffusion spline adaptive filtering	Proc. of the 24th European Signal Processing Conference (EUSIPCO)	2016
The widely linear block quaternion least mean square algorithm for fast computation in 3D audio systems	2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP)	2016
A split kernel adaptive filtering architecture for nonlinear acoustic echo cancellation	European Signal Processing Conference 2016	2016
Online sequential extreme learning machine with kernels	IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS	2015
Nonlinear system identification using IIR spline adaptive filters	SIGNAL PROCESSING	2015
Improving nonlinear modeling capabilities of functional link adaptive filters	NEURAL NETWORKS	2015
Significance-based pruning for reservoir’s neurons in echo state networks	Advances in Neural Networks: Computational and Theoretical Issues	2015
Online selection of functional links for nonlinear system identification	Advances in Neural Networks: Computational and Theoretical Issues	2015
Integration of audio and video clues for source localization by a robotic head	Advances in Neural Networks: Computational and Theoretical Issues	2015

ERC

PE6_6
PE6_7
PE6_8
PE6_11
PE7_7

KET

Big data & computing
Life-science technologies & biotechnologies
Sustainable technologies & development

Interessi di ricerca

Keywords

deep learning

machine learning

audio processing

3D audio

biomedical analysis

biomedical imaging

adaptive algorithms

nonlinear system identification

echo cancellation

generative adversarial models (GANs)

quaternion neural networks

Quaternion-Valued Adaptive Filtering

Regularization techniques

Speech recognition

Progetti di Ricerca

HYD3A: Hypercomplex Deep Learning for 3D Audio Analysis

Gruppi di ricerca

ISPAMM - Intelligent Signal Processing and MulitiMedia