Simone Scardapane | Ricerc@Sapienza

Pubblicazioni

Titolo	Pubblicato in	Anno
Recurrent neural networks with flexible gates using kernel activation functions	Proceedings 28th IEEE International Workshop on Machine Learning for Signal Processing	2018
Bidirectional deep-readout echo state networks	ESANN 2018 - Proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning	2018
Fully decentralized semi-supervised learning via privacy-preserving matrix completion	IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS	2017
Group sparse regularization for deep neural networks	NEUROCOMPUTING	2017
A framework for parallel and distributed training of neural networks	NEURAL NETWORKS	2017
Semi-supervised echo state networks for audio classification	COGNITIVE COMPUTATION	2017
Effective blind source separation based on the adam algorithm	Multidisciplinary approaches to neural computing	2017
Apprendimento distribuito in scenari single-task e multi-task	Memorie ET2017	2017
Advances in biologically inspired reservoir computing	COGNITIVE COMPUTATION	2017
Randomness in neural networks: an overview	WILEY INTERDISCIPLINARY REVIEWS. DATA MINING AND KNOWLEDGE DISCOVERY	2017
In codice ratio: OCR of handwritten Latin documents using deep convolutional networks	AI*CH 2017 Artificial Intelligence for Cultural Heritage	2017
Recursive multikernel filters exploiting nonlinear temporal structure	Proceedings 25th European Signal Processing Conference	2017
On the use of deep recurrent neural networks for detecting audio spoofing attacks	Proceedings of the 2017 International Joint Conference on Neural Networks	2017
A semi-supervised random vector functional-link network based on the transductive framework	INFORMATION SCIENCES	2016
Granular computing techniques for classification and semantic characterization of structured data	COGNITIVE COMPUTATION	2016
A nonlinear acoustic echo canceller with improved tracking capabilities	Recent Advances in Nonlinear Speech Processing	2016
Apprendimento distribuito di reti neurali e neurofuzzy	Memorie ET2016	2016
Distributed semi-supervised support vector machines	NEURAL NETWORKS	2016
A decentralized training algorithm for Echo State Networks in distributed big data applications	NEURAL NETWORKS	2016
Benchmarking functional link expansions for audio classification tasks	Advances in Neural Networks - Computational Intelligence for ICT	2016

ERC

PE6_7
PE6_11

KET

Big data & computing

Interessi di ricerca

My research focuses on machine and deep learning applied to audio, images, and graphs, and their deployment in distributed and decentralized environments, with a focus on edge machine learning, continual learning, and more. You can read more on my website: http://sscardapane.it/.

Keywords

machine learning

deep learning

Graph algorithms

Gruppi di ricerca

ISPAMM - Intelligent Signal Processing and MulitiMedia