Improving SLDS Performance Using Explicit Duration Variables with Infinite Support

Author:

Słupiński MikołajORCID,Lipiński PiotrORCID

Publisher

Springer Nature Singapore

Reference18 articles.

1. Ansari, A.F., et al.: Deep explicit duration switching models for time series. In: NeurIPS, pp. 29949–29961 (2021)

2. Chiappa, S.: Explicit-Duration Markov switching models. Found. Trends ® Mach. Learn. 7(6), 803–886 (2014)

3. Chiappa, S., Peters, J.: Movement extraction by detecting dynamics switches and repetitions. In: NeurIPS, vol. 23. Curran Associates, Inc. (2010)

4. Dewar, M., Wiggins, C., Wood, F.: Inference in hidden Markov models with explicit state duration distributions. IEEE Signal Process. Lett. 19(4), 235–238 (2012)

5. Dong, Z., Seybold, B., Murphy, K., Bui, H.: Collapsed amortized variational inference for switching nonlinear dynamical systems. In: ICML, pp. 2638–2647 (2020)

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