Emanuele Principi

Orcid: 0000-0002-2835-7277

According to our database¹, Emanuele Principi authored at least 67 papers between 2005 and 2025.

Collaborative distances:

Dijkstra number² of four.
Erdős number³ of three.

Timeline

Legend:

Book

In proceedings

Article

PhD thesis

Dataset

Other

Bibliography

2025

A weakly supervised active learning framework for non-intrusive load monitoring.

[BibT_eX]

[DOI]

Integr. Comput. Aided Eng., 2025

2024

Knowledge Distillation for Scalable Nonintrusive Load Monitoring.

[BibT_eX]

[DOI]

IEEE Trans. Ind. Informatics, March, 2024

2023

Multilabel Appliance Classification With Weakly Labeled Data for Non-Intrusive Load Monitoring.

[BibT_eX]

[DOI]

Giulia Tanoni

Emanuele Principi

Stefano Squartini

IEEE Trans. Smart Grid, 2023

Appliance-Incremental Learning for Non-Intrusive Load Monitoring.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2023

Joint Detection and Active Cancellation of Snoring Signals in Real-Time.

[BibT_eX]

[DOI]

Proceedings of the 2023 4th International Symposium on the Internet of Sounds, 2023

Improving Knowledge Distillation for Non-Intrusive Load Monitoring Through Explainability Guided Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

A Multiple Instance Regression Approach to Electrical Load Disaggregation.

[BibT_eX]

[DOI]

Proceedings of the 30th European Signal Processing Conference, 2022

Graph Node Embeddings for ontology-aware Sound Event Classification: an evaluation study.

[BibT_eX]

[DOI]

Proceedings of the 30th European Signal Processing Conference, 2022

Weakly Supervised Transfer Learning for Multi-label Appliance Classification.

[BibT_eX]

[DOI]

AII, 2022

2021

Audio Metric Learning by Using Siamese Autoencoders for One-Shot Human Fall Detection.

[BibT_eX]

[DOI]

IEEE Trans. Emerg. Top. Comput. Intell., 2021

Graph-based Representation of Audio signals for Sound Event Classification.

[BibT_eX]

[DOI]

Proceedings of the 29th European Signal Processing Conference, 2021

2020

Convolutional Recurrent Neural Networks and Acoustic Data Augmentation for Snore Detection.

[BibT_eX]

[DOI]

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

Neural Beamforming for Speech Enhancement: Preliminary Results.

[BibT_eX]

[DOI]

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

Who Cried When: Infant Cry Diarization with Dilated Fully-Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

A Novel Adversarial Training Scheme for Deep Neural Network based Speech Enhancement.

[BibT_eX]

[DOI]

Samuele Cornell

Emanuele Principi

Stefano Squartini

Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

Emergency Siren Recognition in Urban Scenarios: Synthetic Dataset and Deep Learning Models.

[BibT_eX]

[DOI]

Proceedings of the Intelligent Computing Theories and Application, 2020

Task-Aware Separation for the DCASE 2020 Task 4 Sound Event Detection and Separation Challenge.

[BibT_eX]

[DOI]

Proceedings of 5th the Workshop on Detection and Classification of Acoustic Scenes and Events 2020 (DCASE 2020), 2020

Domain-Adversarial Training and Trainable Parallel Front-End for the DCASE 2020 Task 4 Sound Event Detection Challenge.

[BibT_eX]

[DOI]

Proceedings of 5th the Workshop on Detection and Classification of Acoustic Scenes and Events 2020 (DCASE 2020), 2020

2019

An End-To-End Unsupervised Approach Employing Convolutional Neural Network Autoencoders for Human Fall Detection.

[BibT_eX]

[DOI]

Proceedings of the Quantifying and Processing Biomedical and Behavioral Signals, 2019

Polyphonic Sound Event Detection by Using Capsule Neural Networks.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2019

Unsupervised electric motor fault detection by using deep autoencoders.

[BibT_eX]

[DOI]

IEEE CAA J. Autom. Sinica, 2019

Detection of activity and position of speakers by using deep neural networks and acoustic data augmentation.

[BibT_eX]

[DOI]

Expert Syst. Appl., 2019

Automatic Detection of Cry Sounds in Neonatal Intensive Care Units by Using Deep Learning and Acoustic Scene Simulation.

[BibT_eX]

[DOI]

IEEE Access, 2019

2018

Convolutional Neural Networks with 3-D Kernels for Voice Activity Detection in a Multiroom Environment.

[BibT_eX]

[DOI]

Proceedings of the Multidisciplinary Approaches to Neural Computing, 2018

Human Fall Detection by Using an Innovative Floor Acoustic Sensor.

[BibT_eX]

[DOI]

Proceedings of the Multidisciplinary Approaches to Neural Computing, 2018

Localizing speakers in multiple rooms by using Deep Neural Networks.

[BibT_eX]

[DOI]

Comput. Speech Lang., 2018

Snore Sounds Excitation Localization by Using Scattering Transform and Deep Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Exploiting the Reactive Power in Deep Neural Models for Non-Intrusive Load Monitoring.

[BibT_eX]

[DOI]

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Hierarchic Conv Nets Framework for Rare Sound Event Detection.

[BibT_eX]

[DOI]

Proceedings of the 26th European Signal Processing Conference, 2018

Deep Neural Networks for Joint Voice Activity Detection and Speaker Localization.

[BibT_eX]

[DOI]

Proceedings of the 26th European Signal Processing Conference, 2018

Infant Cry Detection in Adverse Acoustic Environments by Using Deep Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 26th European Signal Processing Conference, 2018

2017

A Combined One-Class SVM and Template-Matching Approach for User-Aided Human Fall Detection by Means of Floor Acoustic Features.

[BibT_eX]

[DOI]

Comput. Intell. Neurosci., 2017

Acoustic novelty detection with adversarial autoencoders.

[BibT_eX]

[DOI]

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

Road Type Classification Using Acoustic Signals: Deep Learning Models and Real-Time Implementation.

[BibT_eX]

[DOI]

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

A neural network approach for sound event detection in real life audio.

[BibT_eX]

[DOI]

Proceedings of the 25th European Signal Processing Conference, 2017

2016

ELM Based Algorithms for Acoustic Template Matching in Home Automation Scenarios: Advancements and Performance Analysis.

[BibT_eX]

[DOI]

Proceedings of the Recent Advances in Nonlinear Speech Processing, 2016

Acoustic cues from the floor: A new approach for fall classification.

[BibT_eX]

[DOI]

Expert Syst. Appl., 2016

User-aided footprint extraction for appliance modelling in Non-Intrusive Load Monitoring.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence, 2016

A neural network based algorithm for speaker localization in a multi-room environment.

[BibT_eX]

[DOI]

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

Deep neural networks for Multi-Room Voice Activity Detection: Advancements and comparative evaluation.

[BibT_eX]

[DOI]

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

An experimental study on new features for activity of daily living recognition.

[BibT_eX]

[DOI]

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

2015

Signer independent isolated Italian sign recognition based on hidden Markov models.

[BibT_eX]

[DOI]

Pattern Anal. Appl., 2015

Acoustic template-matching for automatic emergency state detection: An ELM based algorithm.

[BibT_eX]

[DOI]

Neurocomputing, 2015

An integrated system for voice command recognition and emergency detection based on audio signals.

[BibT_eX]

[DOI]

Expert Syst. Appl., 2015

A Deep Neural Network approach for Voice Activity Detection in multi-room domestic scenarios.

[BibT_eX]

[DOI]

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

2014

Advanced integration of multimedia assistive technologies: A prospective outlook.

[BibT_eX]

[DOI]

Proceedings of the 10th IEEE/ASME International Conference on Mechatronic and Embedded Systems and Applications, 2014

Power Normalized Cepstral Coefficients based supervectors and i-vectors for small vocabulary speech recognition.

[BibT_eX]

[DOI]

Emanuele Principi

Stefano Squartini

Francesco Piazza

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

2013

A Real-Time Speech Enhancement Framework in Noisy and Reverberated Acoustic Scenarios.

[BibT_eX]

[DOI]

Cogn. Comput., 2013

A distributed system for recognizing home automation commands and distress calls in the Italian language.

[BibT_eX]

[DOI]

Proceedings of the 14th Annual Conference of the International Speech Communication Association, 2013

2012

Environmental robust speech and speaker recognition through multi-channel histogram equalization.

[BibT_eX]

[DOI]

Neurocomputing, 2012

Real-Time Activity Detection in a Multi-Talker Reverberated Environment.

[BibT_eX]

[DOI]

Cogn. Comput., 2012

A New System for Automatic Recognition of Italian Sign Language.

[BibT_eX]

[DOI]

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

Dominance Detection in a Reverberated Acoustic Scenario.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Networks - ISNN 2012, 2012

A New Italian Sign Language Database.

[BibT_eX]

[DOI]

Proceedings of the Advances in Brain Inspired Cognitive Systems, 2012

2011

Enhanced Multichannel Histogram Equalization for Speech Recognition in noisy acoustic conditions.

[BibT_eX]

[DOI]

Emanuele Principi

Rudy Rotili

Stefano Squartini

Proceedings of the Neural Nets WIRN11, 2011

A Real-Time Speech Enhancement Framework for Multi-party Meetings.

[BibT_eX]

[DOI]

Proceedings of the Advances in Nonlinear Speech Processing, 2011

Real-Time Joint Blind Speech Separation and Dereverberation in Presence of Overlapping Speakers.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Networks - ISNN 2011, 2011

Real-Time Speech Recognition in a Multi-talker Reverberated Acoustic Scenario.

[BibT_eX]

[DOI]

Proceedings of the Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence, 2011

Conversational Speech Recognition in Non-stationary Reverberated Environments.

[BibT_eX]

[DOI]

Proceedings of the Cognitive Behavioural Systems, 2011

2010

Comparative Evaluation of Single-Channel MMSE-Based Noise Reduction Schemes for Speech Recognition.

[BibT_eX]

[DOI]

J. Electr. Comput. Eng., 2010

Multichannel Cepstral Domain Feature Warping for Robust Speech Recognition.

[BibT_eX]

[DOI]

Proceedings of the Neural Nets WIRN10, 2010

Robust speech recognition using feature-domain multi-channel bayesian estimators.

[BibT_eX]

[DOI]

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

Efficient SNR Driven SPLICE Implementation for Robust Speech Recognition.

[BibT_eX]

[DOI]

Proceedings of the Analysis of Verbal and Nonverbal Communication and Enactment. The Processing Issues, 2010

An Evaluation Study on Speech Feature Densities for Bayesian Estimation in Robust ASR.

[BibT_eX]

[DOI]

Proceedings of the Toward Autonomous, Adaptive, and Context-Aware Multimodal Interfaces. Theoretical and Practical Issues, 2010

2009

A real-time Speech-interfaced System for Group Conversation Modeling.

[BibT_eX]

[DOI]

Proceedings of the Neural Nets WIRN09, 2009

2008

A robust iterative inverse filtering approach for speech dereverberation in presence of disturbances.

[BibT_eX]

[DOI]

Proceedings of the IEEE Asia Pacific Conference on Circuits and Systems, 2008

2005

An ICA based approach for blind deconvolution of three-dimensional signals.

[BibT_eX]

[DOI]

Emanuele Principi

Stefano Squartini

Francesco Piazza

Proceedings of the International Symposium on Circuits and Systems (ISCAS 2005), 2005

Emanuele Principi

Timeline

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