Zachary C. Lipton, David C. Kale, Randall C. Wetzel. Directly Modeling Missing Data in Sequences with RNNs: Improved Classification of Clinical Time Series. In Finale Doshi-Velez, Jim Fackler, David C. Kale, Byron C. Wallace, Jenna Wiens, editors, Proceedings of the 1st Machine Learning in Health Care, MLHC 2016, Los Angeles, CA, USA, August 19-20, 2016. Volume 56 of JMLR Workshop and Conference Proceedings, pages 253-270, JMLR.org, 2016. [doi]