Update: A 2019 paper on ArxivarXiv addresses this problem. "Exact Kalman Filter for Binary Time Series" https://arxiv.org/pdf/1902.06994v1.pdf
- Augusto Fasano, Giovanni Rebaudo, Daniele Durante, Sonia Petrone, Exact Kalman filter for binary time series, 2019.