Online variational filtering and parameter learning

We present a variational method for online state estimation and parameter learning in state-space models (SSMs), a ubiquitous class of latent variable models for sequential data. As per standard batch variational techniques, we use stochastic gradients to simultaneously optimize a lower bound on the...

সম্পূর্ণ বিবরণ

গ্রন্থ-পঞ্জীর বিবরন
প্রধান লেখক: Campbell, A, Shi, Y, Rainforth, T, Doucet, A
বিন্যাস: Conference item
ভাষা:English
প্রকাশিত: Curran Associates 2022