图 书 馆
生物信息学概论Introduction to bioinformatics |
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| 课程网址: | http://videolectures.net/mlss07_gunnar_intbio/ |
| 主讲教师: | Gunnar Rätsch |
| 开课单位: | 马克斯普朗克研究所 |
| 开课时间: | 2007-08-20 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | I will start by giving a general introduction into Bioinformatics, including basic biology, typical data types (sequences, structures, expression data and networks) and established analysis tasks. In the second part, I will discuss the problem of predictive sequence analysis with Support Vector Machines (SVMs). I will introduce a series of kernels suitable for different analysis tasks. Furthermore I will discuss the basic data structures needed for large scale learning and how to combine kernels for heterogeneous data. In the third part, I will focus on Hidden Markov models and discriminative alternatives like Conditional Random Fields and Hidden Markov SVMs suitable for segmentation tasks frequently appearing in Bioinformatics. In the last part I will present three applications in greater detail: A large margin alignment algorithm, computational gene finding and the identification of polymorphisms from resequencing arrays. |
| 关 键 词: | 生物信息学; 典型数据; 异构数据 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-07-24：cwx |
| 阅读次数: | 15 |