Juan Camilo Vásquez Correa​

For additional information, see my Google Scholar profile
 

Ongoing

 

J. C. Vasquez-Correa, T. Arias-Vergara, P. Klumpp, M. Schuster, J. R. Orozco-Arroyave, and E. Nöth. <<Parallel Representation Learning for the
Classification of Pathological Speech>>

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J. C. Vasquez-Correa, T. Arias-Vergara, C. D. Rios-Urrego, M. Schuster, J. R. Orozco-Arroyave, and E. Nöth <<Convolutional Neural Networks and a Transfer Learning Strategy to Classify Parkinson’s Disease from Speech in Three Different Languages>>

 

P. Klumpp, J. C. Vasquez-Correa, and E. Nöth. <<Parallel representation learning for baby sound classification>>

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J. C. Vasquez-Correa, P. Klumpp,  J. R. Orozco-Arroyave, and E. Nöth. <<Phonet: a Tool Based on Gated Recurrent Neural Networks to Extract

Phonological Posteriors from Speech>> [PDF]

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J. C. Vásquez-Correa, T. Arias-Vergara, P. Klumpp, J. R. Orozco-Arroyave, and E. Nöth. <<Introducing Variational Autoencoders for Speaker
Modeling: Application in Longitudinal Assessment of Parkinson’s Disease>>

J. C. Vásquez-Correa, J. R. Orozco-Arroyave, and E. Nöth. <<Impact of the Vocabulary Independence in the Detection of Paralinguistic
Aspects of Speech>>

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J. C. Vásquez-Correa, T. Arias-Vergara, P. Klumpp, M. Strauss, A. Küderle, N. Roth, S. Bayerl, N. García-Ospina, P. A. Perez-Toro, L. F. Parra-Gallego, C. D. Rios-Urrego, D. Escobar-Grisales, J. R. Orozco-Arroyave, B. Eskofier, and E. Nöth. <<Apkinson: a Mobile Solution for Multimodal Assessment of Patients with Parkinson’s Disease>>.

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P. Klumpp, J. C. Vásquez-Correa, T. Haderlein, and E. Nöth. <<Feature Space Visualization with Spatial Similarity Maps for Pathological Speech Data>>

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A.M. Hernández-Valdivieso, M.B. Salazar-Sánche, J.R. Orozco-Arroyave, J.A. Hincapie-Garcia, J.C. Vásquez-Correa, T Arias-Vergara, S. Ramírez-Jiménez, D.C. Arboleda-Gómez, J.H. García-Ramos, J.G. Barreneche-Ospina. <<Madurez de las IPS de la Red Pública Nacional de Colombia en
cuanto al uso de las TIC.>>

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P. A. Pérez-Toro, J. C. Vásquez-Correa, T. Arias-Vergara, J. R. Orozco-Arroyave, M. Schuster, E. Nöth <<Depression Assessment in People with Parkinson’s Disease Combining Acoustic Analysis and Natural Language Processing>>

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P. A. Pérez-Toro, J. C. Vásquez-Correa, J. R. Orozco-Arroyave, and E. Nöth <<Natural language analysis to detect Parkinson’s disease>>

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C. D. Rios-Urrego, J. C. Vásquez-Correa, J. R. Orozco-Arroyave, J. Rusz, and E. Nöth. <<Importance of Phonation, Articulation, and Prosody Features in the Speech Assessment of Patients with Parkinson's and Hungtinton's Diseases>>

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J. S Guerrero-Cristancho, J. C. Vasquez-Correa, J. R. Orozco-Arroyave, E. Nöth. <<On the use of Embeddings and Word Frequency Features to Classify Alzheimer’s Disease from Language Transcripts>>

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A. Rueda, J. C. Vasquez-Correa, C. D. Rios-Urrego, J. R. Orozco-Arroyave, S. Krishnan, and E. Nöth <<Feature Representation of Pathophysiology of Parkinsonian Dysarthria>>.

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    2019

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1. C. D. Rios-Urrego ,J. C. Vásquez-Correa, , J. F. Vargas-Bonilla, E. Nöth, F. Lopera, and J. R. Orozco-Arroyave, Analysis and Evaluation of Handwriting in Patients with Parkinson’s Disease Using kinematic, Geometrical, and Non-linear Features. Computer, methods and programs in biomedicine, Vol 173, May 2019, Pages 43-52, 2019.
    

2. T. Arias-Vergara, S. Gollwitzer, J .R. Orozco-Arroyave, J. C. Vásquez-Correa, E. Nöth, C. Högerle, and M. Schuster. <<Speech differences between CI users with pre- and postlingual onset of deafness detected by speech processing methods on voiceless to voice transitions>> Annual Meeting of the German Society of Oto-Rhino-Laryngology, Head and Neck Surgery, 2019 [poster]
   
   2018

3. J. C. Vásquez-Correa, T. Arias-Vergara, J. R. Orozco-Arroyave, B. Eskofier, J. Klucken, and E. Nöth. <<Multimodal assessment of Parkinson's disease: a deep learning approach>> IEEE Journal of Biomedical and Health Informatics, 2018.
    

4. J. C. Vasquez-Correa, J. R. Orozco-Arroyave, T. Bocklet, E. Nöth<<Towards an Automatic Evaluation of the Dysartrhia Level of Patients with Parkinson's Disease>>. Journal of Communication Disorders, Vol 76, pp 21-36, 2018. [PDF]
    

5. T. Arias-Vergara, J. C. Vásquez-Correa, J. R. Orozco-Arroyave, P. Klumpp, and E. Nöth.<<Unontrusive Monitoring of  Speech Impairments of Parinson's Disease Patients Through Mobile Devices>> 43rd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, Canada, 2018 [Poster]
    

6. T. Arias-Vergara, J. C. Vásquez-Correa, J.R. Orozco-Arroyave, and E. Nöth. <<Speaker models for monitoring Parkinson’s disease progression considering different communication channels and acoustic conditions>> Speech Communication. Special Issue on Realism in Robust Speech and Language Processing, Vol 101, pp 11-25, 2018.
    

7. J. C. Vásquez-Correa, T. Arias-Vergara, J. R. Orozco-Arroyave, and E. Nöth.<<A Multitask Learning Approach to Assess the Dysarthria Severity in Patients with Parkinson's Disease>> Proceedings of INTERSPEECH, 2018
    

8. N. Garcia-Ospina, J. C. Vásquez-Correa, J. R. Orozco-Arroyave, and E. Nöth. <<Multimodal i-vectors to Detect and Evaluate Parkinson's Disease>> Proceedings of INTERSPEECH, 2018.
    

9. N. Garcia-Ospina, T. Arias-Vergara, J. C. Vásquez-Correa, J. R. Orozco-Arroyave, M. Cernak, and E. Nöth. <<Phonological i-vectors to detect Parkinson’s Disease>> Lecture Notes in Computer Science, Springer, 2018.
    

10. J. C. Vásquez-Correa, N. Garcia-Ospina, J. R. Orozco-Arroyave, M. Cernak, and E. Nöth <<Phonological posteriors and GRU recurrent
    units to assess speech impairments of patients with Parkinson’s disease>> Lecture Notes in Computer Science, Springer, 2018.
     

11. P. A. Pérez-Toro, J. C. Vásquez-Correa, T. Arias-Vergara, N. Garcia-Ospina, J. R. Orozco-Arroyave, and E. Nöth. <<A Non-linear Dynamics Approach to Classify Gait Signals of Patients with Parkinson’s Disease>> Communications in Computer and Information Science, Springer, 2018.
     

12. L. F. Parra-Gallego, T. Arias-Vergara, J. C. Vásquez-Correa,, N. Garcia-Ospina, J. R. Orozco-Arroyave and E. Nöth. <<Automatic Intelligibility Assessment of Parkinson’s Disease with Diadochokinetic Exercises>> Communications in Computer and Information Science, Springer, 2018.
     

13. M. E. Bedoya-Vargas, J. C. Vásquez Correa, and J. R. Orozco-Arroyave.<<Time-Frequency Representations from Inertial Sensors to Characterize the Gait Process in Parkinson's Disease>> Revista Tecnológicas, Instituto Tecnológico Metropolitano, 2018 (To appear).
    
    2017
     

14. J. R. Orozco-Arroyave, J. C. Vasquez-Correa, J. F. Vargas-Bonilla, R. Arora, N. Dehak, P. S. Nidadavolu, H. Christensen, F. Rudzicz, M. Yancheva, H. Chinaei, A. Vann, N. Vogler, T. Bocklet, M. Cernak, J. Hannink, E. Nöth. <<NeuroSpeech: an open-source software for Parkinson's speech analysis>> Digital Signal Processing, 2017.  [code]
     

15. M. Cernak, J. R. Orozco-Arroyave, F. Rudzicz, H. Christensen, J. C. Vasquez-Correa, E. Nöth.<<Characterisation of voice quality of Parkinson’s disease using differential phonological posterior features>> Computer Speech and Language, Vol 46, pp. 196-208, 2017.  [PDF]
     

16. J. C. Vasquez-Correa, J. R. Orozco-Arroyave, R. Arora, E. Nöth, N. Dehak, H. Christensen, F. Rudzicz, T. Bocklet, M. Cernak, H. Chinaei, J. Hannink, P. S. Nidadavolu, M. Yancheva, A. Vann, N. Vogler. <<Multi-view Representation Learning via GCCA for Multi-modal Analysis of Parkinson's Disease>> 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, 2017 [PDF] [Poster].
     

17. J. C. Vasquez-Correa, J.Serrà, J. R. Orozco-Arroyave, J. F. Vargas-Bonilla, and E. Nöth. <<Effect of Acoustic Conditions on Algorithms to Detect Parkinson's Disease from Speech>> 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, 2017. [Slides]
     

18. M. Cernak, E. Nöth, F. Rudzicz, H. Christensen,  J. R. Orozco-Arroyave, R. Arora, T. Bocklet, H. Chinaei, J. Hannink, P. S. Nidadavolu,  J. C. Vasquez-Correa,  M. Yancheva, A. Vann, N. Vogler <<On the impact of non-modal phonation on phonological features>> 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, 2017. [PDF][Poster]
     

19. J. C. Vasquez-Correa, J. R. Orozco-Arroyave, E. Nöth. <<A Convolutional Neural Network to Model Articulation Impairments in Patients with Parkison's Disease>>Proceedings of INTERSPEECH, 2017. [PDF]
     

20. P. Klummp, T. Jannu, T. Arias-Vergara, J. C. Vasquez-Correa, J. R. Orozco-Arroyave, E. Nöth<<Apkinson – A mobile monitoring solution for Parkinson’s disease>>Proceedings of INTERSPEECH, 2017. [PDF]
     

21. T. Arias-Vergara, J. C. Vásquez-Correa, J.R. Orozco-Arroyave. <<Parkinson's disease and aging: analysis of their effect in phonation and articulation of speech>> Cognitive Computation, 2017.
     

22. J. C. Jimenez-Monsalve, J. C. Vásquez-Correa, J.R. Orozco-Arroyave, P. Gomez-Vilda. <<Phonation and Articulation Analyses in Laryngeal Pathologies, Cleft Lip and Palate, and Parkinson Disease>>. Biomedical Applications Based on Natural and Artificial Computing, pp. 424-434, Springer, 2017.
     

23. J. C. Vásquez-Correa, R. Castrillón, T. Arias-Vergara, J.R. Orozco-Arroyave, E. Nöth. <<Speaker Model to Monitor the Neurological State and the Dysarthria level of Patients with Parkinson's Disease>> Lecture Notes in Computer Science, Springer, 2017.
     

24. N. García, J. C. Vásquez-Correa, J.R. Orozco-Arroyave, N. Dehak, E. Nöth. <<Language Independent Assessment of Motor Impairments of Patients with Parkinson's Disease using i-vectors>>.  Lecture Notes in Computer Science, Springer, 2017 (In Press).
     

25. T. Arias-Vergara, J. C. Vásquez-Correa, P. Klummp, J. R. Orozco-Arroyave, E. Nöth. <<Parkinson’s disease progression assessment from speech using a mobile device-based application>>Lecture Notes in Computer Science, Springer, 2017 (In Press).
    
    2016
     

26. T. Arias-Vergara, J.C. Vásquez-Correa, J.R. Orozco-Arroyave, J.F. Vargas-Bonilla, and E. Nöth << Parkinson's disease progression assessment from speech using GMM-UBM>>17th International Conference of the Speech and Communication Association (INTERSPEECH), San Francisco, 2016. [PDF][Poster]
     

27. J.R. Orozco-Arroyave, J.C. Vásquez-Correa, F. Hönig, J.D. Arias-Londoño, J.F. Vargas-Bonilla, S. Skodda, J. Rusz and E. Nöth <<Towards an Automatic Monitoring of the Neurological State of Parkinson’s Patients from Speech>>. 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, Shangai, 2016. [PDF] [Code]
     

28. J. C. Vásquez-Correa, T. Arias-Vergara, J. R. Orozco-Arroyave, J. F. Vargas-Bonilla, and E. Nöth <<Wavelet-Based Time-Frequency Representations for Automatic Recognition of Emotions from Speech>>  12th ITG Conference on Speech Communication, pp.1-5, Paderborn, Germany, 2016.
     

29. T. Arias-Vergara, J. C. Vásquez-Correa, J.R. Orozco-Arroyave, J.F. Vargas-Bonilla, and E. Nöth <<Gender–dependent GMM–UBM for tracking Parkinson’s disease progression from speech>> 12th ITG Conference on Speech Communication, pp.1-5, Paderborn, Germany, 2016.[PDF][Poster]
     

30. J.C. Vásquez-Correa, J.R. Orozco-Arroyave, J.D. Arias-Londoño, J.F. Vargas-Bonilla and E. Nöth, <<Non-linear Dynamics Characterization from Wavelet Packet Transform for Automatic Recognition of Emotional Speech, >> Recent Advances in Nonlinear Speech Processing, Springer, Vol 48, pp. 199-207, 2016.
     

31. J.R. Orozco-Arroyave, J.F. Vargas-Bonilla, J.C. Vásquez-Correa, G. Castellanos-Domínguez, and Elmar Nöth, <<Automatic Assessment of Hypernasal Speech of Children with Cleft Lip and Palate from Spanish Vowels and Words using Classical Measures and Nonlinear Analysis,>> Revista Facultad de Ingeniería Universidad de Antioquia, Vol 79, pp. 69-82, 2016. [PDF]
     

32. J. C. Vásquez-Correa, J. R. Orozco-Arroyave, and E. Nöth <<Word Accuracy and Dynamic TimeWarping to Assess Intelligibility Deficits in Patients with Parkinsons Disease>>, XXI Symposium on Image, Signal Processing and Artificial Vision (STSIVA), Bucaramanga, Colombia, 2016.
     

33. P. A. Perez-Toro, J. C. Vásquez-Correa, J. R. Orozco-Arroyave, J. Hannick, and E. Nöth <<Análisis motriz en las extremidades inferiores para el monitoreo del estado neurológio de pacientes con enfermedad de Parkinson>>  XXI Symposium on Image, Signal Processing and Artificial Vision (STSIVA), Bucaramanga, Colombia, 2016.[PDF]
    
    2015
     

34. J.C. Vásquez-Correa,  T. Arias-Vergara, J.R. Orozco-Arroyave,  J.F. Vargas-Bonilla, J.D. Arias-Londoño and E. Nöth <<Automatic Detection of Parkinson’s Disease from Continuous Speech Recorded in Non-Controlled Noise Conditions,>>  16th International Conference of the Speech and Communication Association (INTERSPEECH), Dresden, 2015. [PDF].
     

35. J.C. Vásquez-Correa, J.R. Orozco-Arroyave, J.D. Arias-Londoño, J.F. Vargas-Bonilla , L.D. Avendaño, and E. Nöth, <<Time Dependent ARMA for Automatic Recognition of Fear-type Emotions in Speech,>> Lecture Notes in Computer Science, Springer,  Vol, 9302, pp 96-104. 2015.
     

36. J.C. Vásquez-Correa, N. García,  J.R. Orozco-Arroyave, J.D. Arias-Londoño, J.F. Vargas-Bonilla, and Elmar Nöth <<Emotion Recognition from Speech under Environmental Noise Conditions using Wavelet Decomposition>> 49th IEEE International Carnahan Conference on Security Techology (ICCST), Taipei, 2015.
     

37. N. García, J.C. Vásquez-Correa, J.F. Vargas-Bonilla, J.R. Orozco-Arroyave, J.D. Arias-Londoño, <<Automatic Emotion Recognition in Compressed Speech Using Acoustic and Non-Linear Features,>> XX Simposio de Tratamiento de Señales, Imágenes y Visión Artificial (STSIVA), Bogotá, 2015.  [PDF] [Poster]
    
    2014
     

38. J.C. Vásquez-Correa, J.R. Orozco-Arroyave, J.D. Arias-Londoño, J.F. Vargas-Bonilla and E. Nöth, <<New Computer Aided Device for Real Time Analysis of Speech of People with Parkinson’s Disease,>> Revista Facultad de Ingeniería Universidad de Antioquia, N. º72 pp. 87-103, sept, 2014. [PDF]
     

39. J.C. Vásquez-Correa, N. García, J.F. Vargas-Bonilla, J.R. Orozco-Arroyave, J.D. Arias-Londoño, O.L. Quintero-Montoya,<<Evaluation of wavelet measures on automatic detection of emotion in noisy and telephony speech signals,>> 48th IEEE International Carnahan Conference on Security Techology (ICCST), Rome, 2014. [PDF]
     

40. N. García, J.C. Vásquez-Correa, J.F. Vargas-Bonilla, J.R. Orozco-Arroyave, J.D. Arias-Londoño, <<Evaluation of the effects of speech enhancement algorithms on the detection of fundamental frequency of speech,>> XIX Simposio de Tratamiento de Señales, Imágenes y Visión Artificial (STSIVA), Armenia, 2014. [PDF]
     

41. J.C. Vásquez-Correa, J.R. Orozco-Arroyave, J.D. Arias-Londoño, J.F. Vargas-Bonilla y E. Nöth,  <<Design and implementation of an Embedded System for Real Time Analysis of Speech from People with Parkinson’s Disease,>>  XVIII Simposio de Tratamiento de Señales, Imágenes y Visión Artificial (STSIVA), Bogotá, 2013.