Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with
$β$-Divergences

Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with $β$ -Divergences

6 June 2018

Jeremias Knoblauch

Theodoros Damoulas

Papers citing "Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with $β$-Divergences"

12 / 12 papers shown

Title
Robust and Conjugate Gaussian Process Regression Matias Altamirano F. Briol Jeremias Knoblauch 18 10 0 01 Nov 2023
Open problems in causal structure learning: A case study of COVID-19 in the UK Anthony C. Constantinou N. K. Kitson Yang Liu Kiattikun Chobtham Arian Hashemzadeh Praharsh Nanavati R. Mbuvha Bruno Petrungaro CML 29 9 0 05 May 2023
Robust and Scalable Bayesian Online Changepoint Detection Matias Altamirano F. Briol Jeremias Knoblauch 25 12 0 09 Feb 2023
Data Segmentation for Time Series Based on a General Moving Sum Approach Claudia Kirch Kerstin Reckruehm AI4TS 19 12 0 15 Jul 2022
WATCH: Wasserstein Change Point Detection for High-Dimensional Time Series Data Kamil Faber Roberto Corizzo B. Sniezynski Michael Baron Nathalie Japkowicz AI4TS 23 22 0 18 Jan 2022
Adaptation of the Tuning Parameter in General Bayesian Inference with Robust Divergence S. Yonekura S. Sugasawa 27 23 0 13 Jun 2021
Detecting and Adapting to Irregular Distribution Shifts in Bayesian Online Learning Aodong Li Alex Boyd Padhraic Smyth Stephan Mandt 15 21 0 15 Dec 2020
Foundations of Bayesian Learning from Synthetic Data H. Wilde Jack Jewson Sebastian J. Vollmer Chris Holmes 17 15 0 16 Nov 2020
Robust Bayesian Inference for Discrete Outcomes with the Total Variation Distance Jeremias Knoblauch Lara Vomfell 28 7 0 26 Oct 2020
Change Point Detection in Time Series Data using Autoencoders with a Time-Invariant Representation Tim De Ryck M. D. Vos Alexander Bertrand 16 55 0 21 Aug 2020
Generalized Bayesian Filtering via Sequential Monte Carlo Ayman Boustati Ömer Deniz Akyildiz Theodoros Damoulas A. M. Johansen 30 4 0 23 Feb 2020
Variational Inference via $χ$ -Upper Bound Minimization Adji Bousso Dieng Dustin Tran Rajesh Ranganath John Paisley David M. Blei BDL 81 36 0 01 Nov 2016