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Physical Sciences and Mathematics Commons

Open Access. Powered by Scholars. Published by Universities.®

2013

Wayne State University

Bioinformatics

Support vector machines

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Full-Text Articles in Physical Sciences and Mathematics

Towards Personalized Medicine Using Systems Biology And Machine Learning, Calin Voichita Jan 2013

Towards Personalized Medicine Using Systems Biology And Machine Learning, Calin Voichita

Wayne State University Dissertations

The rate of acquiring biological data has greatly surpassed our ability to interpret it. At the same time, we have started to understand that evolution of many diseases such as cancer, are the results of the interplay between the disease itself and the immune system of the host. It is now well accepted that cancer is not a single disease, but a “complex collection of distinct genetic diseases united by common hallmarks”. Understanding the differences between such disease subtypes is key not only in providing adequate treatments for known subtypes but also identifying new ones. These unforeseen disease subtypes are …