图 书 馆
ProbLog逻辑程序语言和其链接在生物网络挖掘中的应用ProbLog and its Application to Link Mining in Biological Networks |
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| 课程网址: | http://videolectures.net/mlg07_de_raedt_paia/ |
| 主讲教师: | Luc De Raedt |
| 开课单位: | 鲁汶大学 |
| 开课时间: | 2007-08-27 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | ProbLog is a recently introduced probabilistic extension of Prolog [De Raedt, Kimmig, Toivonen, IJCAI 07]. A ProbLog program defines a distribution over logic programs by specifying for each clause the probability that it belongs to a randomly sampled program, and these probabilities are mutually independent. The semantics of ProbLog is then defined by the success probability of a query in a randomly sampled program. It has been applied to link mining and discovery in a large biological network. In the talk, I will also discuss various learning settings for ProbLog and link mining, in particular, I shall present techniques for probabilistic local pattern mining, probabilistic explanation based learning [Kimmig, De Raedt, Toivonen, ECML 07] and theory compression from examples [De Raedt et al, ILP 96]. This is joint work with Angelika Kimmig, Hannu Toivonen, Kate Revoredo and Kristian Kersting. |
| 关 键 词: | 逻辑程序; 随机抽样程序; 生物网络; 链接挖掘 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-06-01：wuyq |
| 阅读次数: | 124 |