Temporal Bayesian classifiers for modelling muscular dystrophy expression data

Allan Tucker, Peter A.C. 't Hoen, Veronica Vinciotti, Xiaohui Liu
2006 Intelligent Data Analysis  
The analysis of microarray data from time-series experiments requires specialised algorithms, which take the temporal ordering of the data into account. In this paper we explore a new architecture of Bayesian classifier that can be used to understand how biological mechanisms differ with respect to time. We show that this classifier improves the classification of microarray data and at the same time ensures that the models can easily be analysed by biologists by incorporating time
more » ... In this paper we focus on data that has been generated to explore different types of muscular dystrophy.
doi:10.3233/ida-2006-10504 fatcat:64f2f4fl3zfnlnfs5dgyq5hola