图 书 馆
侦查欺骗性语言Detecting Deceptive Speech |
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| 课程网址: | http://videolectures.net/clsp_hirschberg_deceptive/ |
| 主讲教师: | Julia Hirschberg |
| 开课单位: | 哥伦比亚大学 |
| 开课时间: | 2012-02-15 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | This talk will discuss production and perception studies of deceptive speech and the acoustic/prosodic and lexical cues associated with deception. Experiments in which we collected a large corpus of deceptive and non-deceptive speech from naive subjects in the laboratory are described, together with perception experiments of this corpus. Features extracted from this corpus have been used in Machine Learning experiments to predict deception with classification accuracy from 64.0- 66.4%, depending upon feature-set and learning algorithm. This performance compares favorably with the performance of human judges on the same data and task, which averaged 58.2%. We also discuss current findings on the role of personality factors in deception detection, speaker-dependent models of deception, and future research. This work was done in collaboration with Frank Enos, Columbia University;Elizabeth Shriberg, Andreas Stolcke, and Martin Graciarena, SRI/ICSI; Stefan Benus, Brown University; and more. |
| 关 键 词: | 语音分析; 算法学习; 计算机科学 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2021-01-31：nkq |
| 阅读次数: | 101 |