Paula Andrea Pérez-Toro, M. Sc.
Paula Andrea Pérez-Toro, M. Sc.
Academic CV
- Since 2024:
Postdoctoral Researcher at Friedrich-Alexander University, Erlangen-Nürnberg, Germany
- 12/2023-Ongoing:
Guest researcher at Harvard Medical School/Massachusetts General Hospital, Boston
- Since 08/2023:
Associated researcher at King’s College, London - 2022:
Activity-Leader/Coordinator of the EIT Health M.Sc. in HMDA - 04/2021 – 08/2024:
PhD Candidate at Friedrich-Alexander University, Erlangen-Nürnberg, Germany - 10/2020-04/2021:
Spirio Sessions Projekt at TH Nürnberg - 01/2019-07/2024:
Lecturer at Department of Electronics and Telecommunications Engineering, University of Antioquia, Colombia
Projects
No projects found.
Publications
2024
Journal Articles
Addressing challenges in speaker anonymization to maintain utility while ensuring privacy of pathological speech
In: Communications Medicine 4 (2024), Article No.: 182
ISSN: 2730-664X
DOI: 10.1038/s43856-024-00609-5
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Conference Contributions
Anonymizing Dysarthric Speech: Investigating the Effects of Voice Conversion on Pathological Information Preservation
27th International Conference on Text, Speech, and Dialogue, TSD 2024 (Brno, CZE, September 9, 2024 - September 13, 2024)
In: Elmar Nöth, Aleš Horák, Petr Sojka (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2024
DOI: 10.1007/978-3-031-70566-3_14
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LONGITUDINAL MODELING OF DEPRESSION SHIFTS USING SPEECH AND LANGUAGE
49th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2024 (Seoul, KOR, April 14, 2024 - April 19, 2024)
In: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings 2024
DOI: 10.1109/ICASSP48485.2024.10447195
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2023
Authored Books
Automatic Pronunciation Assessment of Non-native English Based on Phonological Analysis
Springer Science and Business Media Deutschland GmbH, 2023
ISBN: 9783031404979
DOI: 10.1007/978-3-031-40498-6_30
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Impact of Including Pathological Speech in Pre-training on Pathology Detection
Springer Science and Business Media Deutschland GmbH, 2023
ISBN: 9783031404979
DOI: 10.1007/978-3-031-40498-6_13
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Conference Contributions
Impact of Including Pathological Speech in Pre-training on Pathology Detection
TSD 2023: Text, Speech, and Dialogue (Pilsen, September 4, 2023 - September 6, 2023)
In: Kamil Ekštein, František Pártl, Miloslav Konopík (ed.): Text, Speech, and Dialogue, Cham: 2023
DOI: 10.1007/978-3-031-40498-6_13
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Automatic Assessment of Alzheimer's across Three Languages Using Speech and Language Features
24th International Speech Communication Association, Interspeech 2023 (Dublin, IRL, August 20, 2023 - August 24, 2023)
In: Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH 2023
DOI: 10.21437/Interspeech.2023-2079
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Speaking Clearly, Understanding Better: Predicting the L2 Narrative Comprehension of Chinese Bilingual Kindergarten Children Based on Speech Intelligibility Using a Machine Learning Approach
Interspeech 2023 (Dublin, August 20, 2023 - August 24, 2023)
In: Interspeech 2023 2023
DOI: 10.21437/Interspeech.2023-2057
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Multi-Modal Biomarker Extraction Framework for Therapy Monitoring of Social Anxiety and Depression Using Audio and Video
International Conference on Machine Learning (Workshop on Machine Learning for Multimodal Healthcare) (Hawaii Convention Center, 1801 Kalākaua Ave, Honolulu, HI 96815, United States, July 29, 2023 - July 29, 2023)
In: Andreas K. Maier, Julia A. Schnabel, Pallavi Tiwari, Oliver Stegle (ed.): International Conference on Machine Learning (Workshop on Machine Learning for Multimodal Healthcare), Cham: 2023
DOI: 10.1007/978-3-031-47679-2_3
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Transferring Quantified Emotion Knowledge for the Detection of Depression in Alzheimer’s Disease Using Forestnets
International Conference on Acoustics, Speech, and Signal Processing (ICASSP) (Rhodes Island, June 4, 2023 - June 10, 2023)
In: ICASSP 2023 2023
DOI: 10.1109/ICASSP49357.2023.10095219
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Assessment of Handwriting in Patients With Parkinson's Disease Using Non-Intrusive Tasks
20th IEEE International Symposium on Biomedical Imaging, ISBI 2023 (Cartagena, COL, April 18, 2023 - April 21, 2023)
In: Proceedings - International Symposium on Biomedical Imaging 2023
DOI: 10.1109/ISBI53787.2023.10230617
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Classifying Dementia in the Presence of Depression: A Cross-Corpus Study
24th International Speech Communication Association, Interspeech 2023 (Dublin, IRL, August 20, 2023 - August 24, 2023)
In: Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH 2023
DOI: 10.21437/Interspeech.2023-1997
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Measuring Phonological Precision in Children with Cleft Lip and Palate
24th International Speech Communication Association, Interspeech 2023 (Dublin, August 20, 2023 - August 24, 2023)
In: Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH 2023
DOI: 10.21437/Interspeech.2023-2099
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2022
Authored Books
50 Shades of Gray: Effect of the Color Scale for the Assessment of Speech Disorders
Springer Science and Business Media Deutschland GmbH, 2022
ISBN: 9783031162695
DOI: 10.1007/978-3-031-16270-1_29
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Journal Articles
Interpreting acoustic features for the assessment of Alzheimer's disease using ForestNet
In: Smart Health 26 (2022), Article No.: 100347
ISSN: 2352-6483
DOI: 10.1016/j.smhl.2022.100347
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Depression assessment in people with Parkinson's disease: The combination of acoustic features and natural language processing
In: Speech Communication 145 (2022), p. 10-20
ISSN: 0167-6393
DOI: 10.1016/j.specom.2022.09.001
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Classification of Parkinson's Disease Patients-A Deep Learning Strategy
In: Electronics 11 (2022), Article No.: 2684
ISSN: 2079-9292
DOI: 10.3390/electronics11172684
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Classification of Poverty Condition Using Natural Language Processing
In: Social Indicators Research (2022)
ISSN: 0303-8300
DOI: 10.1007/s11205-022-02883-z
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Depression assessment in people with Parkinson's disease: The combination of acoustic features and natural language processing
In: Speech Communication 145 (2022), p. 10-20
ISSN: 0167-6393
DOI: 10.1016/j.specom.2022.09.001
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Interpreting acoustic features for the assessment of Alzheimer's disease using ForestNet
In: Smart Health 26 (2022), Article No.: 100347
ISSN: 2352-6483
DOI: 10.1016/j.smhl.2022.100347
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Conference Contributions
Cross-lingual Self-Supervised Speech Representations for Improved Dysarthric Speech Recognition
Interspeech (Seoul, September 18, 2022 - September 22, 2022)
In: Proceedings of Interspeech 2022 2022
DOI: 10.21437/Interspeech.2022-10674
URL: https://www.isca-speech.org/archive/interspeech_2022/hernandez22_interspeech.html
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Erdschlusserkennung basierend auf Künstlichen Neuronalen Netzen
12. VDE ETG-/FNN-Tutorial Schutz- und Leittechnik (Berlin, June 21, 2022 - June 22, 2022)
BibTeX: Download
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Alzheimer's Detection from English to Spanish Using Acoustic and Linguistic Embeddings
23rd Annual Conference of the International Speech Communication Association, INTERSPEECH 2022 (Incheon, September 18, 2022 - September 22, 2022)
In: Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH 2022
DOI: 10.21437/Interspeech.2022-10883
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CoachLea: an Android Application to Evaluate the Speech Production and Perception of Children with Hearing Loss
23rd Annual Conference of the International Speech Communication Association, INTERSPEECH 2022 (Incheon, KOR, September 18, 2022 - September 22, 2022)
In: Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH 2022
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CoachLea: an Android Application to Evaluate the Speech Production and Perception of Children with Hearing Loss
23rd Annual Conference of the International Speech Communication Association, INTERSPEECH 2022
URL: https://www.scopus.com/record/display.uri?eid=2-s2.0-85140086069∨igin=inward
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Wav2vec behind the Scenes: How end2end Models learn Phonetics
23rd Annual Conference of the International Speech Communication Association, INTERSPEECH 2022
DOI: 10.21437/Interspeech.2022-10865
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Wav2vec behind the Scenes: How end2end Models learn Phonetics
23rd Annual Conference of the International Speech Communication Association, INTERSPEECH 2022 (Incheon, September 18, 2022 - September 22, 2022)
In: Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH 2022
DOI: 10.21437/Interspeech.2022-10865
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2021
Journal Articles
The Phonetic Footprint of Parkinson's Disease
In: Computer Speech and Language 72 (2021)
ISSN: 0885-2308
DOI: 10.1016/j.csl.2021.101321
URL: https://www.sciencedirect.com/science/article/abs/pii/S0885230821001169
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User State Modeling Based on the Arousal-Valence Plane: Applications in Customer Satisfaction and Health-Care
In: IEEE Transactions on Affective Computing (2021)
ISSN: 1949-3045
DOI: 10.1109/TAFFC.2021.3112543
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Conference Contributions
Acoustic and Linguistic Analyses to Assess Early-Onset and Genetic Alzheimer's Disease
ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
DOI: 10.1109/ICASSP39728.2021.9414009
URL: https://ieeexplore.ieee.org/abstract/document/9414009
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Emotional State Modeling for the Assessment of Depression in Parkinson’s Disease
24th International Conference on Text, Speech, and Dialogue, TSD 2021 (Olomouc, CZE, September 6, 2021 - September 9, 2021)
In: Kamil Ekštein, František Pártl, Miloslav Konopík (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2021
DOI: 10.1007/978-3-030-83527-9_39
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End-2-End Modeling of Speech and Gait from Patients with Parkinson’s Disease: Comparison Between High Quality Vs. Smartphone Data
ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
DOI: 10.1109/ICASSP39728.2021.9414729
URL: https://ieeexplore.ieee.org/abstract/document/9414729
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Influence of the Interviewer on the Automatic Assessment of Alzheimer’s Disease in the Context of the ADReSSo Challenge
22nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2021 (, August 30, 2021 - September 3, 2021)
In: Proc. Interspeech 2021 2021
DOI: 10.21437/Interspeech.2021-1589
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The Phonetic Footprint of Covid-19
Interspeech 2021 (, August 30, 2021 - September 3, 2021)
In: Proc. Interspeech 2021 2021
DOI: 10.21437/Interspeech.2021-1488
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2020
Journal Articles
Apkinson: the smartphone application for telemonitoring Parkinson's patients through speech, gait and hands movement
In: Neurodegenerative Disease Management (2020)
ISSN: 1758-2024
DOI: 10.2217/nmt-2019-0037
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Nonlinear dynamics and Poincare sections to model gait impairments in different stages of Parkinson's disease
In: Nonlinear Dynamics 100 (2020), p. 3253-3276
ISSN: 0924-090X
DOI: 10.1007/s11071-020-05691-7
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Conference Contributions
Surgical mask detection with deep recurrent phonetic models
21st Annual Conference of the International Speech Communication Association, INTERSPEECH 2020
DOI: 10.21437/Interspeech.2020-1723
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2019
Conference Contributions
Apkinson: A mobile solution for multimodal assessment of patients with Parkinson's disease
20th Annual Conference of the International Speech Communication Association: Crossroads of Speech and Language, INTERSPEECH 2019 (Graz, September 15, 2019 - September 19, 2019)
In: Gernot Kubin, Thomas Hain, Bjorn Schuller, Dina El Zarka, Petra Hodl (ed.): Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH 2019
DOI: 10.21437/Interspeech.2019-8003
URL: https://www.isca-speech.org/archive/Interspeech_2019/abstracts/8003.html
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Natural Language Analysis to Detect Parkinson's Disease
DOI: 10.1007/978-3-030-27947-9_7
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Natural Language Analysis to Detect Parkinson’s Disease
22nd International Conference on Text, Speech, and Dialogue, TSD 2019 (Ljubljana, September 11, 2019 - September 13, 2019)
In: Kamil Ekštein (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2019
DOI: 10.1007/978-3-030-27947-9_7
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2018
Conference Contributions
A Non-linear Dynamics Approach to Classify Gait Signals of Patients with Parkinson's Disease
5th Workshop on Engineering Applications (WEA) (Medellin, COLOMBIA, October 17, 2018 - October 19, 2018)
In: APPLIED COMPUTER SCIENCES IN ENGINEERING, WEA 2018, PT II, BERLIN: 2018
DOI: 10.1007/978-3-030-00353-1_24
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Awards, Honours and Scholarships
2024
- : Taukadial Challenge (Interspeech 2024) – 2024
- : Summa Cum Laude PhD Thesis (Friedrich-Alexander-Universität Erlangen-Nürnberg) – 2024
2023
- : Travel Grant (Interspeech) – 2023
2020
- : Scholarship for exchange students (Deutscher Akademischer Austauschdienst (DAAD)) – 2020
2019
- : Research Intership (Bayerische Hochschulzentrum für Lateinamerika (BAYLAT)) – 2019
- : "Estudiante Instructor" Best Admission Exam for Master's degree (Univesity of Antioquia) – 2019
2018
- : Best Bachelor degree projects (University of Antioquia) – 2018
Student Thesis and Research Projects