Audio-based Mobile Health Diagnostics

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

PROS: an Efficient Pattern-Driven Compressive Sensing Framework for Low-Power Biopotential-based Wearable with On-chip Intelligence.

Author(s): Nhat Pham, Hong Jia, Minh Tran, Tuan Dinh, Nam Bui, Young Kwon, Dong Ma, VP Nguyen, Cecilia Mascolo, Tam Vu.
Published in: Mobicom 2022, 2022
Publisher: ACM

EarGate: Gait-based User Identification with In-ear Microphones

Author(s): Ferlini, Andrea; Ma, Dong; Harle, Robert; Mascolo, Cecilia
Published in: Mobicom 2021, Issue 1, 2021
Publisher: ACM
DOI: 10.1145/3447993.3483240

hEARt: Motion-resilient Heart Rate Monitoring with In-ear Microphones

Author(s): Butkow, Kayla-Jade; Dang, Ting; Ferlini, Andrea; Ma, Dong; Mascolo, Cecilia
Published in: IEEE PerCom, Issue 1, 2023
Publisher: IEEE
DOI: 10.1109/percom56429.2023.10099317

The INTERSPEECH 2021 Computational Paralinguistics Challenge: COVID-19 cough, COVID-19 speech, escalation & primates

Author(s): Schuller, Björn W.; Batliner, Anton; Bergler, Christian; Mascolo, Cecilia; Han, Jing; Lefter, Iulia; Kaya, Heysem; Amiriparian, Shahin; Baird, Alice; Stappen, Lukas; Ottl, Sandra; Gerczuk, Maurice; Tzirakis, Panagiotis; Brown, Chloë; Chauhan, Jagmohan; Grammenos, Andreas; Hasthanasombat, Apinan; Spathis, Dimitris; Xia, Tong; Cicuta, Pietro; Rothkrantz, Leon J.m.; Zwerts, Joeri A.; Treep, Jelle;
Published in: INTERSPEECH 2021, 431, Issue 4, 2021
Publisher: IEEE
DOI: 10.21437/interspeech.2021-19

Exploring Automatic COVID-19 Diagnosis via Voice and Symptoms from Crowdsourced Data

Author(s): Jing Han; Chloë Brown; Jagmohan Chauhan; Andreas Grammenos; Apinan Hasthanasombat; Dimitris Spathis; Tong Xia; Pietro Cicuta; Cecilia Mascolo
Published in: ICASSP, Issue 1, 2021
Publisher: IEEE
DOI: 10.1109/icassp39728.2021.9414576

Improving Feature Generalizability with Multitask Learning in Class Incremental Learning

Author(s): Ma, D; Tang, CI; Mascolo, C
Published in: ICASSP, Issue 1, 2022
Publisher: IEEE
DOI: 10.1109/icassp43922.2022.9746862

COVID-19 Sounds: A Large-Scale Audio Dataset for Digital Respiratory Screening

Author(s): Tong Xia, Dimitris Spathis, Chloe Brown, J Ch, Andreas Grammenos, Jing Han, Apinan Hasthanasombat, Erika Bondareva, Ting Dang, Andres Floto, Pietro Cicuta, Cecilia Mascolo
Published in: Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmmarks, 2022
Publisher: Neurips

YONO: Modeling Multiple Heterogeneous Neural Networks on Microcontrollers

Author(s): Kwon, YD; Chauhan, J; Mascolo, C
Published in: IPSN, Issue 1, 2021
Publisher: IEEE
DOI: 10.1109/ipsn54338.2022.00030

Exploring Semi-supervised Learning for Audio-based COVID-19 Detection using FixMatch.

Author(s): Ting Dang, Thomas Quinnell and Cecilia Mascolo.
Published in: INTERSPEECH, 2022
Publisher: ISCA

A first step towards on-device monitoring of body sounds in the wild

Author(s): Shyam A. Tailor, Jagmohan Chauhan, Cecilia Mascolo
Published in: Adjunct Proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers, 2020, Page(s) 708-712, ISBN 9781450380768
Publisher: ACM
DOI: 10.1145/3410530.3414440

Earables for Detection of Bruxism: a Feasibility Study

Author(s): Erika Bondareva; Elín Rós Hauksdóttir; Cecilia Mascolo
Published in: UbiComp/ISWC Adjunct, Issue 1, 2021
Publisher: ACM
DOI: 10.1145/3460418.3479327

Stress Inference from Abdominal Sounds using Machine Learning.

Author(s): Erika Bondareva, Marios Constantinides, Michael Eggleston, Ireneusz Jabłon, Cecilia Mascolo, Zoran Radivojevic, Sanja Scepanovic.
Published in: Proceedings of the Engineering in Medicine and Biology Conference (EMBC)., 2022
Publisher: IEEE

gait-based user identification with in-ear microphones

Author(s): Ferlini, Andrea; Ma, Dong; Harle, Robert; Mascolo, Cecilia
Published in: Proceedings of the 27th Annual International Conference on Mobile Computing and Networking, Issue 1, 2021
Publisher: ACM

Exploring Automatic COVID-19 Diagnosis via voice and symptoms from Crowdsourced Data

Author(s): Jing Han, Chloe Brown, Jagmohan Chauhan, Andreas Grammenos, Apinan Hasthanasombat, Dimitris Spathis, Tong Xia, Pietro Cicuta, Cecilia Mascolo.
Published in: International Conference on Acoustics, Speech, & Signal Processing (ICASSP), 2021
Publisher: IEEE

Uncertainty-Aware COVID-19 Detection from Imbalanced Sound Data.

Author(s): Tong Xia, Jing Han, Lorena Qendro, Ting Dang, Cecilia Mascolo.
Published in: INTERSPEECH 2021, 2021
Publisher: IEEE

FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications

Author(s): Young D. Kwon; Jagmohan Chauhan; Cecilia Mascolo
Published in: Interspeech 2021, Issue 1, 2021
Publisher: IEEE
DOI: 10.21437/interspeech.2021-1091

OESense: Employing occlusion effect for in-ear human sensing

Author(s): Ma, Dong; Ferlini, A; Mascolo, Cecilia
Published in: Mobisys 2021, Issue 3, 2021
Publisher: ACM
DOI: 10.1145/3458864.3467680

Early Exit Ensembles for Uncertainty Quantification.

Author(s): Lorena Qendro, Alexander Campbell, Pietro Lio, Cecilia Mascolo
Published in: Machine Learning for Health, 2022
Publisher: MLR

Exploring System Performance of Continual Learning for Mobile and Embedded Sensing Applications

Author(s): Young D. Kwon, Jagmohan Chauhan, Abhishek Kumar, Pan Hui, Cecilia Mascolo
Published in: IEEE/ACM SEC, 2021
Publisher: ACM

YONO: Modeling Multiple Heterogeneous Neural Networks on Microcontrollers.

Author(s): Young Kwon, Jagmohan Chauhan, Cecilia Mascolo.
Published in: IPSN 2022, 2022
Publisher: ACM

Exploring Automatic Diagnosis of COVID-19 from Crowdsourced Respiratory Sound Data

Author(s): Chloë Brown, Jagmohan Chauhan, Andreas Grammenos, Jing Han, Apinan Hasthanasombat, Dimitris Spathis, Tong Xia, Pietro Cicuta, Cecilia Mascolo
Published in: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2020, Page(s) 3474-3484, ISBN 9781450379984
Publisher: ACM
DOI: 10.1145/3394486.3412865

Segmentation-free Heart Pathology Detection Using Deep Learning

Author(s): Bondareva, Erika; Han, Jing; Bradlow, William; Mascolo, Cecilia
Published in: EMBC, Issue 1, 2021
Publisher: IEEE
DOI: 10.17863/cam.73932

Evaluating Listening Performance for COVID-19 Detection by Clinicians and Machine Learning: Comparative Study

Author(s): Jing Han; Marco Montagna; Andreas Grammenos; Tong Xia; Erika Bondareva; Chloë Siegele-Brown; Jagmohan Chauhan; Ting Dang; Dimitris Spathis; R Andres Floto; Pietro Cicuta; Cecilia Mascolo
Published in: Journal of Medical Internet Research, Vol 25, p e44804 (2023), Issue 1, 2023, ISSN 1438-8871
Publisher: Journal of medical Internet Research
DOI: 10.2196/44804

Exploring machine learning for audio-based respiratory condition screening: A concise review of databases, methods, and open issues

Author(s): Xia, Tong; Han, Jing; Mascolo, Cecilia
Published in: Society for Experimental Biology and Medicine, Issue 1, 2023, ISSN 1535-3702
Publisher: Society for Experimental Biology and Medicine
DOI: 10.1177/15353702221115428

Exploring Longitudinal Cough, Breath, and Voice Data for COVID-19 Progression Prediction via Sequential Deep Learning: Model Development and Validation

Author(s): Dang, Ting; Han, Jing; Xia, Tong; Spathis, Dimitris; Bondareva, Erika; Siegele-Brown, Chloë; Chauhan, Jagmohan; Grammenos, Andreas; Hasthanasombat, Apinan; Floto, R Andres; Cicuta, Pietro; Mascolo, Cecilia
Published in: Journal of Medical Internet Research, Vol 24, Iss 6, p e37004 (2022), Issue 1, 2022, ISSN 1438-8871
Publisher: Journal of medical Internet Research
DOI: 10.2196/37004

Exploring Longitudinal Cough, Breath, and Voice Data for COVID-19 Disease Progression Prediction via Sequential Deep Learning: Model Development and Validation.

Author(s): Ting Dang, Jing Han, Tong Xia, Dimitris Spathis, Erika Bondareva, Chloe Brown, Jagmohan Chauhan, Apinan Hasthanasombat, Andreas Grammenos, Andres Floto, Pietro Cicuta, Cecilia Mascolo.
Published in: Journal of Medical Internet Research (JMIR), 2022, ISSN 1438-8871
Publisher: Journal of medical Internet Research

Sounds of COVID-19: exploring realistic performance of audio-based digital testing

Author(s): Han, Jing; Xia, Tong; Spathis, Dimitris; Bondareva, Erika; Brown, Chloë; Chauhan, Jagmohan; Dang, Ting; Grammenos, Andreas; Hasthanasombat, Apinan; Floto, Andres; Cicuta, Pietro; Mascolo, Cecilia
Published in: npj Digital Medicine, Vol 5, Iss 1, Pp 1-9 (2022), Issue 1, 2022, ISSN 2398-6352
Publisher: Springer Nature in partnership with the Scripps Research Translational Institute
DOI: 10.1038/s41746-021-00553-x

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