Causal inference for time series analysis: problems, methods and evaluation

Time-series forecasting with deep learning: a survey

(2021) Bryan Lim et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

A Bayesian multivariate factor analysis model for evaluating an intervention by using observational time series data on multiple outcomes

(2020) Pantelis Samartsidis et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY

Face masks considerably reduce COVID-19 cases in Germany

(2020) Timo Mitze et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Deep learning for time series classification: a review

(2019) Hassan Ismail Fawaz et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Inferring causation from time series in Earth system sciences

(2019) Jakob Runge et al.   Nature Communications

Assessing the Causal Effect of Binary Interventions from Observational Panel Data with Few Treated Units

(2019) Pantelis Samartsidis et al.   STATISTICAL SCIENCE

Designing Difference in Difference Studies: Best Practices for Public Health Policy Research

(2018) Coady Wing et al.   Annual Review of Public Health

Invariant Causal Prediction for Sequential Data

(2018) Niklas Pfister et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Regression Discontinuity in Time: Considerations for Empirical Applications

(2018) Catherine Hausman et al.   Annual Review of Resource Economics

Causal network reconstruction from time series: From theoretical assumptions to practical estimation

(2018) J. Runge   CHAOS

A review on distance based time series classification

(2018) Amaia Abanda et al.   DATA MINING AND KNOWLEDGE DISCOVERY

The intervention effect of local alcohol licensing policies on hospital admission and crime: a natural experiment using a novel Bayesian synthetictime-series method

(2017) Frank de Vocht et al.   JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH

Assessing Time-Varying Causal Effect Moderation in Mobile Health

(2017) Audrey Boruvka et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Estimating the population-level impact of vaccines using synthetic controls

(2017) Christian A. W. Bruhn et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Inferring the 1985–2014 impact of mobile phone use on selected brain cancer subtypes using Bayesian structural time series and synthetic controls

(2016) Frank de Vocht   ENVIRONMENT INTERNATIONAL

Granger Causality in Multivariate Time Series Using a Time-Ordered Restricted Vector Autoregressive Model

(2016) Elsa Siggiridou et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Targeted estimation and inference for the sample average treatment effect in trials with and without pair-matching

(2016) Laura B. Balzer et al.   STATISTICS IN MEDICINE

On the causal structure between CO2 and global temperature

(2016) Adolf Stips et al.   Scientific Reports

Inferring causal impact using Bayesian structural time-series models

(2015) Kay H. Brodersen et al.   Annals of Applied Statistics

Examination of the Synthetic Control Method for Evaluating Health Policies with Multiple Treated Units

(2015) Noémi Kreif et al.   HEALTH ECONOMICS

Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles

(2015) Anthony Bagnall et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Estimating Conditional Average Treatment Effects

(2015) Jason Abrevaya et al.   JOURNAL OF BUSINESS & ECONOMIC STATISTICS

Causal Network Inference by Optimal Causation Entropy

(2015) Jie Sun et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Regression based quasi-experimental approach when randomisation is not an option: interrupted time series analysis

(2015) E. Kontopantelis et al.   BMJ-British Medical Journal

Regression based quasi-experimental approach when randomisation is not an option: interrupted time series analysis

(2015) E. Kontopantelis et al.   BMJ-British Medical Journal

Learning a symbolic representation for multivariate time series classification

(2014) Mustafa Gokce Baydogan et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Use of Interrupted Time Series Analysis in Evaluating Health Care Quality Improvements

(2013) Robert B. Penfold et al.   Academic Pediatrics

Analysis of Similarity Measures in Times Series Clustering for the Discovery of Building Energy Patterns

(2013) Félix Iglesias et al.   Energies

Simulation Study of Direct Causality Measures in Multivariate Time Series

(2013) Angeliki Papana et al.   Entropy

Gaussian processes for time-series modelling

(2013) S. Roberts et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Causation entropy identifies indirect influences, dominance of neighbors and anticipatory couplings

(2013) Jie Sun et al.   PHYSICA D-NONLINEAR PHENOMENA

Discovering graphical Granger causality using the truncating lasso penalty

(2010) A. Shojaie et al.   BIOINFORMATICS

A review on time series data mining

(2010) Tak-chung Fu   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Applying a propensity score-based weighting model to interrupted time series data: improving causal inference in programme evaluation

(2010) Ariel Linden et al.   JOURNAL OF EVALUATION IN CLINICAL PRACTICE

Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program

(2010) Alberto Abadie et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Particle Markov chain Monte Carlo methods

(2010) Christophe Andrieu et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Evaluating the effective connectivity of resting state networks using conditional Granger causality

(2009) Wei Liao et al.   BIOLOGICAL CYBERNETICS

Granger Causality and Transfer Entropy Are Equivalent for Gaussian Variables

(2009) Lionel Barnett et al.   PHYSICAL REVIEW LETTERS

Learning Causal Bayesian Network Structures From Experimental Data

(2008) Byron Ellis et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION