Clustering gene expression time series data using an infinite Gaussian process mixture model.

Transcriptome-wide time series expression profiling is used to characterize the cellular response to environmental perturbations. The first step to analyzing transcriptional response data is often to cluster genes with similar responses. Here, we present a nonparametric model-based method, Dirichlet...

وصف كامل

التفاصيل البيبلوغرافية
الحاوية / القاعدة:PLoS Computational Biology
المؤلفون الرئيسيون: Ian C McDowell, Dinesh Manandhar, Christopher M Vockley, Amy K Schmid, Timothy E Reddy, Barbara E Engelhardt
التنسيق: مقال
اللغة:الإنجليزية
منشور في: Public Library of Science (PLoS) 2018-01-01
الوصول للمادة أونلاين:http://europepmc.org/articles/PMC5786324?pdf=render