Time series analysis Machine Learning
noun phrase
Definition: The study of temporally ordered data in order to identify patterns such as trend, seasonality, autocorrelation, and structural change, and to support tasks such as forecasting, classification, clustering, and anomaly detection[IBM].
Example in context: “Gupta et al. (2014) described the workflow as a simple tool using data mining and time series analysis for hydrocarbon production forecasting based on historical production data.” [Rahmanifard, Gates 2024]
Related terms: temporal data analysis; time series forecasting; Box–Jenkins method; spectral analysis; autocorrelation analysis