10th International Congress on Information and Communication Technology in concurrent with ICT Excellence Awards (ICICT 2025) will be held at London, United Kingdom | February 18 - 21 2025.
Authors - Christopher Sinclair, Saptarshi Das Abstract - This paper aims to compare Bayesian and frequentist versions of Recurrent Neural Network (RNN) and Long Short Term Memory (LSTM) neural networks via cross validation and bench-marking by addressing a regression problem on a time series dataset using similar network structures. We compare the model performance using the coefficient of determination (R2) score, Pearson and Spearman correlation coefficients by varying size of the dense units in the recurrent layers in both deep learning models.