Paula Andrea Pérez-Toro, M. Sc.
Paula Andrea Pérez-Toro, M. Sc.
Academic CV
- 14.08.2023-Ongoing:
Visitor researcher King’s College, London - 2022:
Activity-Leader of the EIT Health M.Sc. in HMDA - Since 04/2021:
PhD Candidate at Friedrich-Alexander University, Erlangen-Nürnberg, Germany - 10/2020-04/2021:
Spirio Sessions Projekt at TH Nürnberg - Since 01/2019:
Lecturer at Department of Electronics and Telecommunications Engineering, University of Antioquia, Colombia
Projects
No projects found.
Publications
2023
Conference Contributions
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: International Conference on Machine Learning (Workshop on Machine Learning for Multimodal Healthcare) 2023
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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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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
BibTeX: Download
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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)
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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
URL: https://www.scopus.com/record/display.uri?eid=2-s2.0-85140086069∨igin=inward
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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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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
BibTeX: Download
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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
BibTeX: Download
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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
BibTeX: Download
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Student Thesis and Research Projects
Type | Title | Status |
---|---|---|
MA thesis | Large Language Model for Generation of Structured Medical Report from X-ray Transcriptions | running |
MA thesis | Natural Language Text Generation for Symbolic Descriptions Using Language Models | running |
Project | Word Embeddings Applied to Alzheimer’s Disease | finished |
MA thesis | Edge-AI: Self-sensing backpressure estimation in piezoelectric micropumps using machine learning methods on a limited hardware | running |
Project | Investigation of biases in acoustic embeddings for the detection of Alzheimer’s disease | finished |
MA thesis | Empathetic Deep Learning to the Rescue: Speech Emotion Recognition from Adults to Children | finished |
BA thesis | Classical Acoustic Markers for Depression in Parkinson’s Disease | finished |