convolutional neural networks

Convolutional Neural Networks and a Transfer Learning Strategy to Classify Parkinson’s Disease from Speech in Three Different Languages

Parkinson’s disease patients develop different speech impairments that affect their communication capabilities. The automatic assessment of the speech of the patients allows the development of computer aided tools to support the diagnosis and the …

Multi-channel Convolutional Neural Networks for Automatic Detection of Speech Deficits in Cochlear Implant Users

This paper proposes a methodology for automatic detection of speech disorders in Cochlear Implant users by implementing a multi-channel Convolutional Neural Network. The model is fed with a 2-channel input which consists of two spectrograms computed …

Aprendizaje por transferencia en redes neuronales convolucionales para el diagnóstico y monitoreo de la enfermedad de Parkinson usando señales de voz en tres idiomas diferentes

Ingeniería electrónica, Universidad de Antioquia, 2019

Verificación biométrica de identidad usando reconocimiento de rostros y patrones de tecleo

Ingeniería en telecomunicaciones, Universidad de Antioquia, 2018

A Multitask Learning Approach to Assess the Dysarthria Severity in Patients with Parkinson's Disease

Parkinson's disease is a neurodegenerative disorder characterized by a variety of motor and non-motor symptoms. Particularly, several speech impairments appear in the initial stages of the disease, which affect aspects related to respiration and the …

Multimodal assessment of Parkinson's disease: a deep learning approach

Parkinson's disease is a neurodegenerative disorder characterized by a variety of motor symptoms. Particularly, difficulties to start/stop movements have been observed in patients. From a technical/diagnostic point of view, these movement changes can …

Convolutional Neural Network to Model Articulation Impairments in Patients with Parkinson's Disease.

Speech impairments are one of the earliest manifestations in patients with Parkinson’s disease. Particularly, articulation deficits related to the capability of the speaker to start/stop the vibration of the vocal folds have been observed in the …