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An Empirical Comparison of Deep Learning Models for Stock Direction Prediction: Evidence from Delta Air Lines

In this study, deep learning-based binary classification models were developed and compared in order to predict the closing direction (up/down) of Delta Air Lines (DAL) stock on the next business day. Three feature sets including technical indicators, competitor airline stocks, and market/sector representatives were de...