Danilo Comminiello

Pubblicazioni

Titolo Pubblicato in Anno
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
Novel cascade spline architectures for the identification of nonlinear systems IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS 2015
Intelligent acoustic interfaces with multisensor acquisition for immersive reproduction IEEE TRANSACTIONS ON MULTIMEDIA 2015
Functional Link Expansions for Nonlinear Modeling of Audio and Speech Signals Proc. of 2015 International Joint Conference on Neural Networks (IJCNN2015) 2015
An interactive optimization procedure for stereophonic acoustic echo cancellation systems Proc. of 2015 International Joint Conference on Neural Networks (IJCNN2015) 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

His research interests concern circuits and algorithms for machine learning and deep learning, with particular focus on audio processing and biomedical imaging.

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

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