AIMC Topic: Speech

Clear Filters Showing 41 to 50 of 352 articles

Multimodal machine learning for language and speech markers identification in mental health.

BMC medical informatics and decision making Nov 22, 2024
BACKGROUND: There are numerous papers focusing on diagnosing mental health disorders using unimodal and multimodal approaches. However, our literature review shows that the majority of these studies either use unimodal approaches to diagnose a variet...
Humans Mental Disorders Machine Learning Language Speech
View on PubMed DOI

Detection of hate: speech tweets based convolutional neural network and machine learning algorithms.

Scientific reports Nov 21, 2024
There is no doubt that social media sites have provided many benefits to humanity, such as sharing information continuously and communicating with others easily. It also seems that social media sites have many advantages, but in addition to these adv...
Speech Humans Machine Learning Support Vector Machine Neural Networks, Computer Algorithms Social Media Deep Learning
View on PubMed DOI

Deep temporal representation learning for language identification.

Neural networks : the official journal of the International Neural Network Society Nov 20, 2024
Language identification (LID) is a key component in downstream tasks. Recently, the self-supervised speech representation learned by Wav2Vec 2.0 (W2V2) has been demonstrated to be very effective for various speech-related tasks. In LID, it is commonl...
Language Humans Deep Learning Neural Networks, Computer Speech
View on PubMed DOI

Roman urdu hate speech detection using hybrid machine learning models and hyperparameter optimization.

Scientific reports Nov 19, 2024
With the rapid increase of users over social media, cyberbullying, and hate speech problems have arisen over the past years. Automatic hate speech detection (HSD) from text is an emerging research problem in natural language processing (NLP). Researc...
Hate Humans Speech Machine Learning Natural Language Processing Language Bayes Theorem Deep Learning Algorithms
View on PubMed DOI

The voice of depression: speech features as biomarkers for major depressive disorder.

BMC psychiatry Nov 12, 2024
BACKGROUND: Psychiatry faces a challenge due to the lack of objective biomarkers, as current assessments are based on subjective evaluations. Automated speech analysis shows promise in detecting symptom severity in depressed patients. This project ai...
Humans Machine Learning Biomarkers Female Adult Psychiatric Status Rating Scales Depressive Disorder, Major Male Support Vector Machine Case-Control Studies Middle Aged Speech Speech Acoustics
View on PubMed DOI

Speech production under stress for machine learning: multimodal dataset of 79 cases and 8 signals.

Scientific data Nov 12, 2024
Early identification of cognitive or physical overload is critical in fields where human decision making matters when preventing threats to safety and property. Pilots, drivers, surgeons, and operators of nuclear plants are among those affected by th...
Humans Machine Learning Speech Stress, Psychological
View on PubMed DOI

Deep-learning models reveal how context and listener attention shape electrophysiological correlates of speech-to-language transformation.

PLoS computational biology Nov 11, 2024
To transform continuous speech into words, the human brain must resolve variability across utterances in intonation, speech rate, volume, accents and so on. A promising approach to explaining this process has been to model electroencephalogram (EEG) ...
Humans Brain Language Male Deep Learning Speech Female Young Adult Adult Electroencephalography Attention Computational Biology Speech Perception Models, Neurological
View on PubMed DOI

Speech based suicide risk recognition for crisis intervention hotlines using explainable multi-task learning.

Journal of affective disorders Nov 9, 2024
BACKGROUND: Crisis Intervention Hotline can effectively reduce suicide risk, but suffer from low connectivity rates and untimely crisis response. By integrating speech signals and deep learning to assist in crisis assessment, it is expected to enhanc...
Crisis Intervention Hotlines Risk Assessment Deep Learning Speech Suicide Prevention Suicide Sex Factors Female Adult Male Humans
View on PubMed DOI

Speech recognition using an english multimodal corpus with integrated image and depth information.

Scientific reports Nov 6, 2024
Traditional English corpora mainly collect information from a single modality, but lack information from multimodal information, resulting in low quality of corpus information and certain problems with recognition accuracy. To solve the above problem...
Humans Lip Language Signal-To-Noise Ratio Deep Learning Speech Perception Speech Facial Expression Speech Recognition Software
View on PubMed DOI

Federated learning and deep learning framework for MRI image and speech signal-based multi-modal depression detection.

Computational biology and chemistry Oct 9, 2024
Adolescence is a significant period for developing skills and knowledge and learning about managing relationships and emotions by gathering attributes for maturity. Recently, Depression arises as a common mental health issue in adolescents and this a...
Depression Humans Algorithms Adolescent Neural Networks, Computer Magnetic Resonance Imaging Deep Learning Speech
View on PubMed DOI
Popular Topics
Recent Journals