AIMC Topic: Speech Production Measurement

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Representation Learning Based Speech Assistive System for Persons With Dysarthria.

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society Dec 13, 2016
An assistive system for persons with vocal impairment due to dysarthria converts dysarthric speech to normal speech or text. Because of the articulatory deficits, dysarthric speech recognition needs a robust learning technique. Representation learnin...
Speech Production Measurement Pattern Recognition, Automated Speech Intelligibility Dysarthria Communication Devices for People with Disabilities Humans Machine Learning Algorithms Reproducibility of Results Sensitivity and Specificity Treatment Outcome
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Real-Time Control of an Articulatory-Based Speech Synthesizer for Brain Computer Interfaces.

PLoS computational biology Nov 23, 2016
Restoring natural speech in paralyzed and aphasic people could be achieved using a Brain-Computer Interface (BCI) controlling a speech synthesizer in real-time. To reach this goal, a prerequisite is to develop a speech synthesizer producing intelligi...
Phonetics Speech Acoustics Communication Devices for People with Disabilities Speech Production Measurement Computer Systems Biofeedback, Psychology Humans Sound Spectrography Brain-Computer Interfaces Neural Networks, Computer Speech Intelligibility
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Hierarchical Classification and System Combination for Automatically Identifying Physiological and Neuromuscular Laryngeal Pathologies.

Journal of voice : official journal of the Voice Foundation Oct 12, 2016
OBJECTIVES: Speech signal processing techniques have provided several contributions to pathologic voice identification, in which healthy and unhealthy voice samples are evaluated. A less common approach is to identify laryngeal pathologies, for which...
Support Vector Machine Predictive Value of Tests Signal Processing, Computer-Assisted Pattern Recognition, Automated Edema Speech Acoustics Vocal Cord Paralysis Vocal Cords Voice Disorders Databases, Factual Speech Production Measurement Female Humans Voice Quality Male Case-Control Studies Diagnosis, Computer-Assisted
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Evolving Spiking Neural Networks for Recognition of Aged Voices.

Journal of voice : official journal of the Voice Foundation Apr 1, 2016
The aging of the voice, known as presbyphonia, is a natural process that can cause great change in vocal quality of the individual. This is a relevant problem to those people who use their voices professionally, and its early identification can help ...
Algorithms Female Aged Aged, 80 and over Young Adult Age Factors Speech Production Measurement Humans Adult Signal Processing, Computer-Assisted Pattern Recognition, Physiological Neural Networks, Computer Acoustics Voice Quality Male Sound Spectrography Aging Speech Acoustics Middle Aged Adolescent
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Towards Artificial Speech Therapy: A Neural System for Impaired Speech Segmentation.

International journal of neural systems Mar 29, 2016
This paper presents a neural system-based technique for segmenting short impaired speech utterances into silent, unvoiced, and voiced sections. Moreover, the proposed technique identifies those points of the (voiced) speech where the spectrum becomes...
Speech Disorders Speech Therapy Humans Neural Networks, Computer Female Male Speech Support Vector Machine Speech Production Measurement
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Minimum Entropy Rate Simplification of Stochastic Processes.

IEEE transactions on pattern analysis and machine intelligence Feb 23, 2016
We propose minimum entropy rate simplification (MERS), an information-theoretic, parameterization-independent framework for simplifying generative models of stochastic processes. Applications include improving model quality for sampling tasks by conc...
Entropy Speech Production Measurement Animals Humans Models, Statistical Machine Learning Models, Biological Algorithms Sound Spectrography Computer Simulation Pattern Recognition, Automated
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Geometry of orofacial neuromuscular signals: speech articulation decoding using surface electromyography.

Journal of neural engineering Jul 2, 2025
In this article, we present data and methods for decoding speech articulations using surface electromyogram (EMG) signals. EMG-based speech neuroprostheses offer a promising approach for restoring audible speech in individuals who have lost the abili...
Middle Aged Speech Electromyography Humans Speech Production Measurement Female Facial Muscles Young Adult Adult Male
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Different Performances of Machine Learning Models to Classify Dysphonic and Non-Dysphonic Voices.

Journal of voice : official journal of the Voice Foundation May 1, 2025
OBJECTIVE: To analyze the performance of 10 different machine learning (ML) classifiers for discrimination between dysphonic and non-dysphonic voices, using a variance threshold as a method for the selection and reduction of acoustic measurements use...
Sound Spectrography Speech Acoustics Speech Production Measurement Voice Quality Dysphonia Predictive Value of Tests Bayes Theorem Signal Processing, Computer-Assisted Acoustics Humans Young Adult Machine Learning Adult Female Male Reproducibility of Results Middle Aged Case-Control Studies
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Automatic GRBAS Scoring of Pathological Voices using Deep Learning and a Small Set of Labeled Voice Data.

Journal of voice : official journal of the Voice Foundation May 1, 2025
OBJECTIVES: Auditory-perceptual evaluation frameworks, such as the grade-roughness-breathiness-asthenia-strain (GRBAS) scale, are the gold standard for the quantitative evaluation of pathological voice quality. However, the evaluation is subjective; ...
Speech Production Measurement Voice Quality Automation Judgment Speech Acoustics Voice Disorders Adult Male Severity of Illness Index Deep Learning Time Factors Predictive Value of Tests Signal Processing, Computer-Assisted Acoustics Observer Variation Humans Neural Networks, Computer Female Reproducibility of Results
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Detection of Neurogenic Voice Disorders Using the Fisher Vector Representation of Cepstral Features.

Journal of voice : official journal of the Voice Foundation May 1, 2025
Neurogenic voice disorders (NVDs) are caused by damage or malfunction of the central or peripheral nervous system that controls vocal fold movement. In this paper, we investigate the potential of the Fisher vector (FV) encoding in automatic detection...
Humans Databases, Factual Female Middle Aged Case-Control Studies Support Vector Machine Predictive Value of Tests Signal Processing, Computer-Assisted Reproducibility of Results Aged Young Adult Adult Male Dysphonia Vocal Cords Acoustics Voice Disorders Sound Spectrography Speech Production Measurement Speech Acoustics Phonation Vocal Cord Paralysis Voice Quality
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