Stock Modelling Time-series modelling of stock prices for Apple, Alphabet, Amazon and Meta Stock Prices 2025 Trend Trends and Predictions Prediction Errors Mean Absolute Error for window average, seasonal average and AutoRegressive Integrated Moving Average (ARIMA) time-series models: