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语音处理

Speech Processing
课程网址: http://videolectures.net/bootcamp2010_linares_sp/  
主讲教师: Georges Linarès
开课单位: 阿维尼翁大学
开课时间: 2010-08-05
课程语种: 英语
中文简介:
本课程介绍自动语音处理(SP)的各个方面,从语音内容提取到语音信号的高级分类。我们展示了机器学习如何为语音处理系统必须处理的主要问题提供解决方案。言语是人类交流的主要方式之一。它是一个复杂的过程,以高度综合的方式涉及感知能力和认知过程。尽管科学界为模拟这些能力所做的努力,基于知识的方法在语言建模方面还是失败了。目前,大多数的SP方法都依赖于语音的统计建模。本课程提出了一个理论框架,阐述了语音处理中的主要问题。然后,综述了SP的主要任务,特别是说话人识别和语音识别与理解。
课程简介: The lecture presents various aspects of automatic speech processing (SP), from spoken contents extraction to high level categorization of speech signals. We show how machine learning provides solutions to the main issues that the speech processing systems have to deal with. Speech is one of the main way that humans communicate together. It is a complex process that involves, in a highly integrated way, perception abilities and cognitive processes. In spite of the efforts produced by the scientific community for simulating these abilities, knowledge-based approaches failed in modeling of speech. Nowadays, most of the SP methods relies on statistical modeling of speech. The lecture presents this theorical framework in which the major issues in speech processing are formulated. Then, the main tasks of SP are overviewed, especially speaker identification and speech recognition and understanding.
关 键 词: 自动语音处理; 语音信号; 语音识别
课程来源: 视频讲座网
最后编审: 2020-04-08:cjy
阅读次数: 44