Time series Machine Learning
noun phrase
Definition 1: A sequence of observations ordered in time [Bakanach 2023/2024].
Example in context: “The notion of a time series satisfying a decision allows us to discuss the instance semantics of a temporal decision tree.” [Manzella et al. 2023]
Definition 2: A class of models and forecasting tasks concerned with predicting future values from temporally ordered data, including approaches such as ARIMA and LSTM [Bakanach 2023/2024].
Example in context: “This illustrates the potential of time series modeling of retrospective data to forecast future trends and patterns of development in dairy herds in hot environments.” [Herrera-González et al. 2024]
Related terms: time-series forecasting, ARIMA, LSTM, temporal data, sequential data, time-series analysis