图 书 馆
名字的种族分类从公开来源Name-Ethnicity Classification from Open Sources |
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| 课程网址: | http://videolectures.net/kdd09_male_nec/ |
| 主讲教师: | Swapna Male |
| 开课单位: | 纽约州立大学 |
| 开课时间: | 2009-09-14 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | The problem of ethnicity identification from names has a variety of important applications, including biomedical research, demographic studies, and marketing. Here we report on the development of an ethnicity classifier where all training data is extracted from public, non-confidential (and hence somewhat unreliable) sources. Our classifier uses hidden Markov models (HMMs) and decision trees to classify names into 13 cultural/ethnic groups with individual group accuracy comparable accuracy to earlier binary (e.g., Spanish/non-Spanish) classifiers. We have applied this classifier to over 20 million names from a large-scale news corpus, identifying interesting temporal and spatial trends on the representation of particular cultural/ethnic groups. |
| 关 键 词: | 种族身份认同; 隐马尔可夫模型（HMM）; 民族代表性 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2021-09-15：zyk |
| 阅读次数: | 44 |