text: This writeup describes an application of recurrent autoencoder to analysis of multidimensional time series.  The quality of writing, experimentation and scholarship is clearly below than what is expected from a scientific article.  The method is explained in a very unclear way,  there is no mention of any related work.  I would encourage the authors to take a look at other ICLR submissions and see how rigorously written they are, how they position the reported research among comparable works.