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Using A Podcast Application To Collect High Quality Speech Data Online For Acoustic Analysis In People With Parkinsons Disease
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Book Synopsis Using a Podcast Application to Collect High-quality Speech Data Online for Acoustic Analysis in People with Parkinson's Disease by : Mridhula Murali
Download or read book Using a Podcast Application to Collect High-quality Speech Data Online for Acoustic Analysis in People with Parkinson's Disease written by Mridhula Murali and published by . This book was released on 2022 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Parkinson's disease (PD) is a neurodegenerative syndrome that results in various movement abnormalities, including a resting tremor, bradykinesia (slow or reduced range of movement), rigidity due to increased muscle tone, a delay in the initiation of movements, and disturbances of postural reflexes. This can lead to secondary conditions such as depression, dementia, swallowing difficulties, and a speech disorder called hypokinetic dysarthria. The aim of this doctoral project is to find robust and "trackable" markers in hypokinetic dysarthria associated with PD across two-time points. These markers could indicate a change in PD motor symptoms. The original plan for this study was to take speech recordings of people with PD and age-matched controls, face to face in a recording studio, for acoustic analysis. However, with the onset of the COVID-19 pandemic, a change of plan was required. The move to online data collection presented several new challenges while also having a positive effect on participant numbers. This case study focuses on the data collection process used to collect speech data online from people with PD and a control group for the purpose of acoustic analysis. Issues encountered in collecting reliable speech data online are discussed, including the key factors of consideration such as audio quality, ease of the data collection process for participants, and the available methods to record speech data remotely. Finally, the application of this method of data collection in other linguistics studies and wider use in social sciences is outlined.
Book Synopsis Automatic Assessment of Parkinsonian Speech by : Juan I. Godino-Llorente
Download or read book Automatic Assessment of Parkinsonian Speech written by Juan I. Godino-Llorente and published by Springer Nature. This book was released on 2021-01-02 with total page 133 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the revised and extended papers of the First Automatic Assessment of Parkinsonian Speech Workshop, AAPS 2019, held in Cambridge, Massachusetts, USA, in September 2019. The 6 full papers were thoroughly reviewed and selected from 15 submissions. They present recent research on the automatic assessment of parkinsonian speech from the point of view of such disciplines as machine learning, speech technology, phonetics, neurology, and speech therapy
Author :Lisa Marie Odlozinski Publisher :National Library of Canada = Bibliothèque nationale du Canada ISBN 13 :9780612307384 Total Pages :133 pages Book Rating :4.3/5 (73 download)
Book Synopsis An Acoustic Analysis of Speech Rate Control Procedures in Parkinson's Disease [microform] by : Lisa Marie Odlozinski
Download or read book An Acoustic Analysis of Speech Rate Control Procedures in Parkinson's Disease [microform] written by Lisa Marie Odlozinski and published by National Library of Canada = Bibliothèque nationale du Canada. This book was released on 1998 with total page 133 pages. Available in PDF, EPUB and Kindle. Book excerpt: This study was designed to examine the effect of four rate control procedures on speech rate in Parkinson's Disease (PD) and normal subjects. Utterance duration of a target phrase across fast and slow speaking conditions was measured during the following rate control procedures: magnitude production, delayed auditory feedback, computerized rhythmic pacing, and metronome pacing. The main findings were that PD subjects produced a faster rate of speech than normals during the slowest speech conditions of magnitude production, thereby underestimating the scaling of their speech at the slowest end of the continuum. In addition, it was found that PD subjects were more variable than normals during the slowest speech rate conditions of each rate control procedure. Furthermore, during the visuomotor speech task of the computerized rhythmic pacing procedure, PD subjects produced more variable speech rates. These results appear to be in general agreement with previous studies of speech rate in patients with PD.
Book Synopsis Acoustic Characteristics of Parkinsonian Speech by : Brian Tal Harel
Download or read book Acoustic Characteristics of Parkinsonian Speech written by Brian Tal Harel and published by . This book was released on 2004 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Acoustic Analysis of Intonation in Persons with Parkinson's Disease Receiving Transcranial Magnetic Stimulation and Intensive Voice Therapy by : Qiang Li
Download or read book Acoustic Analysis of Intonation in Persons with Parkinson's Disease Receiving Transcranial Magnetic Stimulation and Intensive Voice Therapy written by Qiang Li and published by . This book was released on 2018 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Disease Detection of Patients with Parkinson's Disease and Alzheimer's Disease by Using Machine Learning Models from Speech Data by : 吳孟橋
Download or read book Disease Detection of Patients with Parkinson's Disease and Alzheimer's Disease by Using Machine Learning Models from Speech Data written by 吳孟橋 and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Accurate Telemonitoring of Parkinson's Disease Symptom Severity Using Nonlinear Speech Signal Processing and Statistical Machine Learning by : Athanasios Tsanas
Download or read book Accurate Telemonitoring of Parkinson's Disease Symptom Severity Using Nonlinear Speech Signal Processing and Statistical Machine Learning written by Athanasios Tsanas and published by . This book was released on 2012 with total page 242 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis A Machine Learning Approach to Identifying Parkinson's Disease from Speech Data by : Dan Hilu
Download or read book A Machine Learning Approach to Identifying Parkinson's Disease from Speech Data written by Dan Hilu and published by . This book was released on 2014 with total page 66 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Application of Artificial Neural Network on Speech Signal Features for Parkinson’s Disease Classification by : John Wu
Download or read book Application of Artificial Neural Network on Speech Signal Features for Parkinson’s Disease Classification written by John Wu and published by . This book was released on 2019 with total page 55 pages. Available in PDF, EPUB and Kindle. Book excerpt: Parkinson’s Disease is a degenerative disorder of the central nervous system. Diagnosis is made based on patient history and physical exam findings. Since speech is affected in up to 90% of Parkinson’s Disease patients, it has drawn interest as a target symptom for diagnostic testing. Using a relatively large dataset of speech sample features compiled from Parkinson’s Disease patients and healthy individuals, a multilayer perceptron artificial neural network was trained to accurately classify between these two types of samples. By experimenting with the number of neurons in a single hidden layer network, a model was quickly found that could reach 0.937 accuracy. Using the single hidden layer results to inform a search for viable deep learning models, two hidden layer networks were found that could improve accuracy to 0.952. Finding high accuracy using a large sample size dataset indicates that multilayer perceptron is a viable method to aid in diagnosis of Parkinson’s Disease in the general population. This research demonstrates a potential search strategy for deep learning models that does not require the time and computational power of a comprehensive search of all possible models. The most accurate models found obtained 100% sensitivity. Thus, this method would be very useful as a screening test for Parkinson’s Disease as it is also non-invasive, quick, and can be done remotely.
Book Synopsis Diagnostics and Rehabilitation of Parkinson's Disease by : Juliana Dushanova
Download or read book Diagnostics and Rehabilitation of Parkinson's Disease written by Juliana Dushanova and published by IntechOpen. This book was released on 2011-12-07 with total page 546 pages. Available in PDF, EPUB and Kindle. Book excerpt: Diagnostics and Rehabilitation of Parkinson's Disease presents the most current information pertaining to news-making topics relating to this disease, including etiology, early biomarkers for the diagnostics, novel methods to evaluate symptoms, research, multidisciplinary rehabilitation, new applications of brain imaging and invasive methods to the study of Parkinson's disease. Researchers have only recently begun to focus on the non-motor symptoms of Parkinson's disease, which are poorly recognized and inadequately treated by clinicians. The non-motor symptoms of Parkinson's disease have a significant impact on patient quality of life and mortality and include cognitive impairments, autonomic, gastrointestinal, and sensory symptoms. In-depth discussion of the use of imaging tools to study disease mechanisms is also provided, with emphasis on the abnormal network organization in parkinsonism. Deep brain stimulation management is a paradigm-shifting therapy for Parkinson's disease, essential tremor, and dystonia. In the recent years, new approaches of early diagnostics, training programmes and treatments have vastly improved the lives of people with Parkinson's disease, substantially reducing symptoms and significantly delaying disability. Written by leading scientists on movement and neurological disorders, this comprehensive book should appeal to a multidisciplinary audience and help people cope with medical, emotional, and practical challenges.
Book Synopsis Modelling Parkinson's Progression Using Naturally Spoken Language Features by : Murali Nandan Nagarapu
Download or read book Modelling Parkinson's Progression Using Naturally Spoken Language Features written by Murali Nandan Nagarapu and published by . This book was released on 2021 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Slow progressing Parkinson's Disease (PD) is a neurodegenerative disorder that affects the nervous system. It has become one of the world's most important community health diseases, which is growing incrementally and has impacted several nations. With over 1% of the population being diagnosed with PD, it has become crucial to detect and predict the advancements well advance in time. The majority of impact PD has on an individual's health lies in motor capabilities and dopamine-generating neurons. It is also observed that over the due course of disease progression, patients lose their grip on speech and suffer limb rigidity, Bradykinesia, and gait problems. Current medical advancements have no cure for PD but could improve symptoms with early detection of the PD onset. In addition, the clinical diagnosis takes the patient's history and standard physical monitoring into account over a period ranging from weeks to months. This study focuses on strategically supporting clinical methods by reducing the time for identifying and modeling the disease progression in patients without having a restrictive setting to perform the diagnosis. Considering that most Parkinson's patients are impacted by vocal articulation, this thesis performs speech analysis as it is observed to provide reliable insights about the presence of the PD. The goal of this work is to be able to use the speech features to classify an individual as (a) Healthy (H), (b) Person with Parkinson's (PWP), or (c) Potential Parkinson's (PP). A comprehensive set of experiments on variously known speech features such as LPCC, MFCC, and hand-crafted features based on voice coherence are done to model this classification task. These proposed experiments allowed for an in-depth understanding of the impact of these features in modeling PD progression in any individual well before the actual diagnosis. Among the various ML techniques, the best results were achieved within ranges of 80% to 90%. The findings in this study also suggest that the modulation of the speech features over time can also bring essential cues to how the disease progresses in individuals of different categories.
Book Synopsis Disorders of Motor Speech by : Donald A. Robin
Download or read book Disorders of Motor Speech written by Donald A. Robin and published by Brookes Publishing Company. This book was released on 1996 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Automatic Assessment of Parkinsonian Speech by : Juan I. Godino-Llorente
Download or read book Automatic Assessment of Parkinsonian Speech written by Juan I. Godino-Llorente and published by . This book was released on 2020 with total page 125 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the revised and extended papers of the First Automatic Assessment of Parkinsonian Speech Workshop, AAPS 2019, held in Cambridge, Massachusetts, USA, in September 2019. The 6 full papers were thoroughly reviewed and selected from 15 submissions. They present recent research on the automatic assessment of parkinsonian speech from the point of view of such disciplines as machine learning, speech technology, phonetics, neurology, and speech therapy.
Book Synopsis Handbook of Neurologic Music Therapy by : Michael Thaut
Download or read book Handbook of Neurologic Music Therapy written by Michael Thaut and published by Oxford University Press. This book was released on 2016 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: Neurologic Music Therapy (NMT) is a form of music therapy developed for people suffering from cognitive, sensory, or motor dysfunctions - arising from neurological diseases of the nervous system. People who can benefit from this therapy include sufferers from: stroke, traumatic brain injury, Parkinson's and Huntington's disease, cerebral palsy, Alzheimer's disease, autism, and other neurological diseases affecting cognition, movement, and communication (e.g., MS, Muscular Dystrophy, etc). The Handbook of Neurologic Music Therapy is a comprehensive landmark text presenting a new and revolutionary model of music in rehabilitation, therapy and medicine that is scientifically validated and clinically tested. Each of the 20 clinical techniques is described in detail with specific exercises, richly illustrated and with pertinent background information regarding research and clinical diagnoses. The book is a 'must have' for all neurologic music therapists and those who want to become one, clinicians, university faculty, and students alike. Physicians and therapists from other disciplines will find this tome an important guide to provide new insight how music can contribute significantly to brain rehabilitation and how Neurologic Music Therapists can be effective interdisciplinary providers in patient care.
Book Synopsis Understanding by Design by : Grant P. Wiggins
Download or read book Understanding by Design written by Grant P. Wiggins and published by ASCD. This book was released on 2005 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is understanding and how does it differ from knowledge? How can we determine the big ideas worth understanding? Why is understanding an important teaching goal, and how do we know when students have attained it? How can we create a rigorous and engaging curriculum that focuses on understanding and leads to improved student performance in today's high-stakes, standards-based environment? Authors Grant Wiggins and Jay McTighe answer these and many other questions in this second edition of Understanding by Design. Drawing on feedback from thousands of educators around the world who have used the UbD framework since its introduction in 1998, the authors have greatly revised and expanded their original work to guide educators across the K-16 spectrum in the design of curriculum, assessment, and instruction. With an improved UbD Template at its core, the book explains the rationale of backward design and explores in greater depth the meaning of such key ideas as essential questions and transfer tasks. Readers will learn why the familiar coverage- and activity-based approaches to curriculum design fall short, and how a focus on the six facets of understanding can enrich student learning. With an expanded array of practical strategies, tools, and examples from all subject areas, the book demonstrates how the research-based principles of Understanding by Design apply to district frameworks as well as to individual units of curriculum. Combining provocative ideas, thoughtful analysis, and tested approaches, this new edition of Understanding by Design offers teacher-designers a clear path to the creation of curriculum that ensures better learning and a more stimulating experience for students and teachers alike.
Book Synopsis Communication and Swallowing in Parkinson Disease by : Deborah Theodoros
Download or read book Communication and Swallowing in Parkinson Disease written by Deborah Theodoros and published by Plural Publishing. This book was released on 2011-05-20 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: Numerous books have been written on various medical aspects of Parkinson's Disease. Until now, however, there has not been published a text which focuses specifically on the debilitating speech, cognitive-linguistic, and swallowing disorders associated with this disease. The current body of literature in the field of speech pathology pertaining to the description, assessment, and management of the communication and swallowing difficulties experienced by people with Parkinson's Disease is extensive. However, the majority of this literature is published in research journal article format, or as individual book chapters in various books. The first of its kind, Communication and Swallowing Disorders in Parkinson's Disease condenses and organizes this information into an accessible format in order to provide a comprehensive understanding of these disorders and their management in this clinical population.
Book Synopsis Natural Language Acquisition on the Autism Spectrum by : Marge Blanc
Download or read book Natural Language Acquisition on the Autism Spectrum written by Marge Blanc and published by . This book was released on 2012 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt:
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