Integration of Text and Graph-based Features for Detecting Mental Health Disorders from Voice

05/14/2022
by   Nasser Ghadiri, et al.
0

With the availability of voice-enabled devices such as smart phones, mental health disorders could be detected and treated earlier, particularly post-pandemic. The current methods involve extracting features directly from audio signals. In this paper, two methods are used to enrich voice analysis for depression detection: graph transformation of voice signals, and natural language processing of the transcript based on representational learning, fused together to produce final class labels. The results of experiments with the DAIC-WOZ dataset suggest that integration of text-based voice classification and learning from low level and graph-based voice signal features can improve the detection of mental disorders like depression.

READ FULL TEXT
research
11/13/2019

Enhanced Voice Post Processing Using Voice Decoder Guidance Indicators

Voice enhancement and voice coding are imperative and important function...
research
07/10/2023

Digital Modeling for Everyone: Exploring How Novices Approach Voice-Based 3D Modeling

Manufacturing tools like 3D printers have become accessible to the wider...
research
03/28/2023

Evaluation of ChatGPT for NLP-based Mental Health Applications

Large language models (LLM) have been successful in several natural lang...
research
04/03/2023

Identifying Mentions of Pain in Mental Health Records Text: A Natural Language Processing Approach

Pain is a common reason for accessing healthcare resources and is a grow...
research
06/09/2023

Speaker Embeddings as Individuality Proxy for Voice Stress Detection

Since the mental states of the speaker modulate speech, stress introduce...
research
10/29/2020

Progressive Voice Trigger Detection: Accuracy vs Latency

We present an architecture for voice trigger detection for virtual assis...
research
11/26/2018

Robustness against the channel effect in pathological voice detection

Many people are suffering from voice disorders, which can adversely affe...

Please sign up or login with your details

Forgot password? Click here to reset