منابع مشابه
Machine Learning in Systems Biology
This supplement contains extended versions of a selected subset of papers presented at the workshop MLSB 2007, Machine Learning in Systems Biology, Evry, France, from September 24 to 25, 2007.
متن کاملMachine Learning for Systems Biology
In this paper we survey work being conducted at Imperial College on the use of machine learning to build Systems Biology models of the effects of toxins on biochemical pathways. Several distinct, and complementary modelling techniques are being explored. Firstly, work is being conducted on applying Support-Vector ILP (SVILP) as an accurate means of screening high-toxicity molecules. Secondly, B...
متن کاملApplications of Machine Learning in Genomics and Systems Biology
As the accomplishment of the human genome project, techniques that can analyze large amounts of data are urgently needed. Advances in computational techniques for analyzing high-throughput data in genomics, proteomics, and visualization have been extensively studied and have played vital roles in understanding biological mechanisms. Machine learning and related techniques such as support vector...
متن کاملMachine Learning in Computational Biology
DEFINITION Advances in high throughput sequencing and “omics” technologies and the resulting exponential growth in the amount of macromolecular sequence, structure, gene expression measurements, have unleashed a transformation of biology from a data-poor science into an increasingly data-rich science. Despite these advances, biology today, much like physics was before Newton and Leibnitz, has r...
متن کاملTowards Personalized Medicine Using Systems Biology And Machine Learning
TOWARDS PERSONALIZED MEDICINE USINGSYSTEMS BIOLOGY AND MACHINE LEARNINGbyCǍLIN VOICHIŢAAugust 2013Advisor: Dr. Sorin DraghiciMajor: Computer Science (Bioinformatics)Degree: Doctor of PhilosophyThe rate of acquiring biological data has greatly surpassed our ability to interpret it. Atthe same time, we have started to understand that evolution of many disea...
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ژورنال
عنوان ژورنال: BMC Proceedings
سال: 2008
ISSN: 1753-6561
DOI: 10.1186/1753-6561-2-s4-s1