IEEE

Computationally Efficient Single Layer Transformer Convolutional Encoder for Accurate Price Prediction of Agriculture Commodities

Abstract: Predicting the accurate future price of the agricultural crops is important to avoid overproduction or shortages in the food supply chain. To obtain accurate predictions, the process usually ...
IEEE

CNN-PEARL: A Novel Convolutional Neural Network with Positional Encoding and Attention Regularization for Enhanced Tabular Data Classification

Abstract: This paper presents CNN-PEARL, a new combined model intended to improve the classification of tabular data through blending Convolutional Neural Networks (CNNs) and Transformer based layers.