图 书 馆
系统生物学的机器学习Machine Learning for Systems Biosciences |
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| 课程网址: | http://videolectures.net/is2012_dzeroski_biosciences/ |
| 主讲教师: | Sašo Džeroski |
| 开课单位: | 约瑟夫·斯特凡学院 |
| 开课时间: | 2019-12-25 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | The above title currently provides the best single label for the topics covered by my research group. Here I provide a brief summary of our current research and some of the research directions we intend to pursue. Systems biosciences study biological systems in a holistic manner, focusing on the interactions among system components rather than the components themselves. Large amounts of data of increasing complexity are generated in these sciences (which include systems ecology and systems biology): The use of machine learning to make sense of these data is thus a necessity. We discuss two machine learning tasks that appear in this context, predicting structured outputs and automated modeling of dynamic systems. We describe some techniques for solving these tasks and some example application of these techniques in systems ecology and systems biology. |
| 关 键 词: | 系统生物学; 机器学习; 动态系统; 自动建模 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-12-24：lxf |
| 阅读次数: | 88 |