Florence d'Alche-Buc OER/OCW Courses

Completion of biological networks : the by Florence d @VideoLectures

Elucidating biological networks appears nowadays as one of the most important challenge in systems biology. Due to the availability of various sources of data, machine learning has... Watch Video

Learning a Markov logic network for by Florence d'Alche @VideoLectures

**Motivation:** Gene regulatory network inference remains a challenging problem in systems biology despite numerous approaches. When substantial knowledge on a gene regulatory network... Watch Video

ML in Bioinformatics by Florence d'Alche-Buc @VideoLectures.net oer

After a brief introduction to the use of machine learning in computational biology, we focus on the problem of biological networks inference. We define the problem as a problem of... Watch Video

Output kernel tree by Florence d'Alche-Buc @VideoLectures.net oer

In this paper, we generalize tree-based methods to the prediction in structured output space. The extension is based on a kernelization of the algorithm that allows one to grow trees... Watch Video

Protein-protein network inference with by Florence d @VideoLectures

Prediction of a physical interaction between two proteins has been addressed in the context of supervised learning, unsupervised learning and more recently, semi-supervised learning... Watch Video

Statistical learning of biological networks by Florence @VideoLectures

Identification of biological networks such as signalling pathways, gene regulatory networks, protein-protein interaction networks and metabolic networks is considered as a key... Watch Video

Theory and Applications of Kernel Space by Florence d @VideoLectures

;Basics of kernel definitions and theory are first given.\\Then 3 algorithms are described with an explicit reference to the representer theorem: : Support vector Mahcines, : Support... Watch Video

Find OpenCourseWare Online Exams!
Attribution: The Open Education Consortium http://www.oeconsortium.org