Neural Networks for Time-Series Forecasting Time Series Is a collection of observations of well-defined data items obtained through repeated measurements over time. An ordered sequence of values of a variable at equally spaced time intervals. For example, measuring the value of retail sales each month of the year would comprise a time series. This is because sales revenue is well defined, and consistently measured at equally spaced intervals. Data collected irregularly or onl ...