Arbeitspapier
Causal inference by independent component analysis with applications to micro- and macroeconomic data
Structural vector-autoregressive models are potentially very useful tools for guiding both macro- and microeconomic policy. In this paper, we present a recently developed method for exploiting non-Gaussianity in the data for estimating such models, with the aim of capturing the causal structure underlying the data, and show how the method can be applied to both microeconomic data (processes of firm growth and firm performance) as well as macroeconomic data (effects of monetary policy).
- Sprache
-
Englisch
- Erschienen in
-
Series: Jena Economic Research Papers ; No. 2010,031
- Klassifikation
-
Wirtschaft
Multiple or Simultaneous Equation Models: Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
Model Evaluation, Validation, and Selection
Firm Behavior: Theory
Monetary Policy
Business Objectives of the Firm
- Thema
-
Causality
Structural VAR
Independent Components Analysis
Non-Gaussianity
Firm Growth
Monetary Policy
Kausalanalyse
VAR-Modell
Strukturgleichungsmodell
Hauptkomponentenanalyse
Theorie
Schätzung
Unternehmenswachstum
Unternehmensentwicklung
Geldpolitik
Wirkungsanalyse
USA
- Ereignis
-
Geistige Schöpfung
- (wer)
-
Moneta, Alessio
Entner, Doris
Hoyer, Patrik
Coad, Alex
- Ereignis
-
Veröffentlichung
- (wer)
-
Friedrich Schiller University Jena and Max Planck Institute of Economics
- (wo)
-
Jena
- (wann)
-
2010
- Handle
- Letzte Aktualisierung
-
10.03.2025, 11:43 MEZ
Datenpartner
Dieses Objekt wird bereitgestellt von:
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Objekttyp
- Arbeitspapier
Beteiligte
- Moneta, Alessio
- Entner, Doris
- Hoyer, Patrik
- Coad, Alex
- Friedrich Schiller University Jena and Max Planck Institute of Economics
Entstanden
- 2010
Ähnliche Objekte (12)
Essays in causal inference
Causal inference in vision
Basic Ideas of Causal Inference
Causal inference in multilevel designs
Fixed Effects and Causal Inference
Economic theory and causal inference
Industrial policy and causal inference
Causal inference from statistical data
Causal inference on discrete data
Empirical Methods for Causal Inference
Causal inference from statistical data
Independent nonlinear component analysis
Essays in causal inference
Causal inference in vision
Basic Ideas of Causal Inference
Causal inference in multilevel designs
Fixed Effects and Causal Inference
Economic theory and causal inference
Industrial policy and causal inference
Causal inference from statistical data
Causal inference on discrete data
Empirical Methods for Causal Inference
Causal inference from statistical data
Independent nonlinear component analysis
Essays in causal inference
Causal inference in vision
Basic Ideas of Causal Inference
Causal inference in multilevel designs
Fixed Effects and Causal Inference
Economic theory and causal inference
Industrial policy and causal inference
Causal inference from statistical data
Causal inference on discrete data
Empirical Methods for Causal Inference
Causal inference from statistical data