Danilo Comminiello | Ricerc@Sapienza

Publications

Title	Published on	Year
A multimodal dense U-Net for accelerating multiple sclerosis MRI	IEEE International Workshop on Machine Learning for Signal Processing, MLSP	2019
Advances in complex systems and their applications to cybersecurity	COMPLEXITY	2019
Combined sparse regularization for nonlinear adaptive filters	Proceedings of the 26th European Signal Processing Conference (EUSIPCO)	2018
Sparse functional link adaptive filter using an ℓ1-norm regularization	Proceedings - IEEE International Symposium on Circuits and Systems	2018
Spline adaptive filters: Theory and applications	Adaptive Learning Methods for Nonlinear System Modeling	2018
Improving graph convolutional networks with non-parametric activation functions	Proceedings 26th European Signal Processing Conference	2018
Recurrent neural networks with flexible gates using kernel activation functions	Proceedings 28th IEEE International Workshop on Machine Learning for Signal Processing	2018
Preface	Adaptive Learning Methods for Nonlinear System Modeling	2018
Introduction	Adaptive Learning Methods for Nonlinear System Modeling	2018
Adaptive learning methods for nonlinear system modeling		2018
Frequency domain quaternion adaptive filters: Algorithms and convergence performance	SIGNAL PROCESSING	2017
Combined nonlinear filtering architectures involving sparse functional link adaptive filters	SIGNAL PROCESSING	2017
Group sparse regularization for deep neural networks	NEUROCOMPUTING	2017
Effective blind source separation based on the adam algorithm	Multidisciplinary approaches to neural computing	2017
On the influence of microphone array geometry on the behavior of hypercomplex adaptive filters	Proc. Microwaves, Radar and Remote Sensing Symposium (MRRS)	2017
Advances in hypercomplex adaptive filtering for 3D audio processing	Proc. 2017 IEEE First Ukraine Conference on Electrical and Computer Engineering (UKRCON)	2017
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

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