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Development of the Arabic Voice Pathology Database and Its Evaluation by Using Speech Features and Machine Learning Algorithms

机译:阿拉伯语音病理数据库的开发及其语音特征和机器学习算法的评估

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摘要

A voice disorder database is an essential element in doing research on automatic voice disorder detection and classification. Ethnicity affects the voice characteristics of a person, and so it is necessary to develop a database by collecting the voice samples of the targeted ethnic group. This will enhance the chances of arriving at a global solution for the accurate and reliable diagnosis of voice disorders by understanding the characteristics of a local group. Motivated by such idea, an Arabic voice pathology database (AVPD) is designed and developed in this study by recording three vowels, running speech, and isolated words. For each recorded samples, the perceptual severity is also provided which is a unique aspect of the AVPD. During the development of the AVPD, the shortcomings of different voice disorder databases were identified so that they could be avoided in the AVPD. In addition, the AVPD is evaluated by using six different types of speech features and four types of machine learning algorithms. The results of detection and classification of voice disorders obtained with the sustained vowel and the running speech are also compared with the results of an English-language disorder database, the Massachusetts Eye and Ear Infirmary (MEEI) database.
机译:语音障碍数据库是进行自动语音障碍检测和分类研究的基本要素。种族会影响人的声音特征,因此有必要通过收集目标种族的声音样本来开发数据库。通过了解当地人群的特征,这将增加获得准确,可靠诊断语音障碍的全球解决方案的机会。出于这种想法,本研究通过记录三个元音,连续语音和孤立词来设计和开发阿拉伯语语音病理数据库(AVPD)。对于每个记录的样本,还提供了感知严重性,这是AVPD的独特方面。在AVPD的开发过程中,发现了各种语音障碍数据库的缺点,因此可以在AVPD中避免它们。此外,通过使用六种不同类型的语音特征和四种类型的机器学习算法来评估AVPD。还将通过持续元音和连续语音获得的语音障碍的检测和分类结果与英语障碍数据库,马萨诸塞州眼耳医院(MEEI)数据库的结果进行比较。

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