Use of Machine Learning Algorithms for Diagnosis and Treatment of Psychological Pathologies

Galo Valverde-Landívar, Karen Charcopa Lajones, Freddy Fariño Rosemberg

Producción científica: Capítulo del libro/informe/acta de congresoContribución de conferenciarevisión exhaustiva

Resumen

Artificial intelligence (AI) and deep learning (ML) have used for training and processing of massive data, allowing the improvement of systems, and making them more intelligent when making decisions. Speech Emotion Recognition (SER) is an area of voice research for speech emotion recognition, evaluating the voice signal and classifying different emotions. In recent years, technological advances in deep learning have helped (SER) to detect and classify emotions effectively, as speech; signal processing methods are difficult due to the variety of emotion frequencies such as happy, angry, sad, neutral and others. In this study, we have used a deep convolutional network architecture (DSCNN) to implement the (SER) model. This uses simple networks to learn salient and discriminative features from the spectrogram of speech signals, generated through the RAVDESS dataset, 8 emotions considered for the analysis and classification of emotions, a prediction result of 61% obtained. Subsequently, an implementation of the (DSCNN) proposed in psychology to determine the diagnoses and treatments of people suffering from depression and anxiety. With the help of this deep neural network, an effective diagnosis obtained in the future and treatment time could reduce.

Idioma originalInglés
Título de la publicación alojada2024 IEEE Colombian Conference on Communications and Computing, COLCOM 2024 - Proceedings
EditoresDiana Z. Briceno Rodriguez
EditorialInstitute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)9798331504724
DOI
EstadoPublicada - 2024
Evento2024 IEEE Colombian Conference on Communications and Computing, COLCOM 2024 - Barranquilla, Colombia
Duración: 21 ago. 202424 ago. 2024

Serie de la publicación

Nombre2024 IEEE Colombian Conference on Communications and Computing, COLCOM 2024 - Proceedings

Conferencia

Conferencia2024 IEEE Colombian Conference on Communications and Computing, COLCOM 2024
País/TerritorioColombia
CiudadBarranquilla
Período21/08/2424/08/24

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