Bayesian Time Series Analysis
Bayesian Time Series Analysis is a statistical methodology that belongs to the class of Bayesian inference techniques, distinguished by its application to temporally ordered data for modeling and forecasting dynamic processes through the incorporation of prior knowledge and sequential updating of posterior distributions.
1.3K
Publications
75.7K
Citations
2.8K
Authors
1.3K
Institutions
Publications per year
2017–2026
425
Parents
Children
Bayesian Anomaly Detection In Time SeriesBayesian Autoregressive ModelsBayesian Change-point DetectionBayesian Cointegration AnalysisBayesian Dynamic Factor ModelsBayesian ForecastingBayesian Hidden Markov ModelsBayesian Missing Data Imputation For Time SeriesBayesian Model Averaging For Time SeriesBayesian Point Process Time Series
1.3K
David M. Blei, John Lafferty · 2006 · 2.4K citations
Introduction to Multiple Time Series Analysis
Ian T. Jolliffe, Helmut Lütkepohl, Helmut Lütkepohl · Technometrics · 1993 · 2K citations
Business, Economics, Econometrics +16
1–5 of 1.3K
2.8K
19
h-index
12
h-index
9
h-index
9
h-index
9
h-index
1–5 of 2.8K
1.3K
Duke University
Durham, United States
18 h-index
32 publications
2.3K citations

The University of Melbourne
Melbourne, Australia
16 h-index
33 publications
1K citations

Imperial College London
London, United Kingdom
14 h-index
39 publications
1.2K citations
University of Chicago
Chicago, United States
14 h-index
26 publications
3K citations
University of Cambridge
Cambridge, United Kingdom
14 h-index
34 publications
1.5K citations
Centre for Economic Policy Research
London, United Kingdom
13 h-index
15 publications
3.6K citations

The University of Sydney
Sydney, Australia
11 h-index
22 publications
968 citations
European Central Bank
Frankfurt am Main, Germany
11 h-index
13 publications
2.1K citations
1–8 of 1.3K
41 publications · 3.5K citations
28
h-index
Repository · 50 publications · 2.3K citations
23
h-index
JBES · 26 publications · 2.8K citations
21
h-index
24 publications · 3.6K citations
20
h-index
24 publications · 1.5K citations
19
h-index
1–5