18.Time series01.Association - sporedata/researchdesigneR GitHub Wiki
- Study of laboratory counts - see Association of Increased Colony-Count Threshold for Urinary Pathogens in Hospitalized Patients With Antimicrobial Treatment
- Study of sensor data such as in the ICU and anesthesia
- Study counts of clinical events such as complications and mortality - see Seasonal Influenza Infections and Cardiovascular Disease Mortality
Time series analysis is used for datasets consisting of a series of data points displayed over time.
- CausalImpact estimates the cause-effect of an intervention on a time series exactly how it is [1].
-
Books
-
Articles
[1] Brodersen KH, Gallusser F, Koehler J, Remy N, Scott SL. Inferring Causal Effects using Bayesian Structural Time-Series Models. The Annals of Applied Statistics. 2015;9(1):247-274.