Sas Institute Inc.

Bingfeng (Ben) Ding

Samuel Paul Leeman-Munk

Ruiwen Zhang

Rui Liu

Lochan Basnet

A system and method include forecasting a series of future data points in a long sequence time series data using a decoder-only transformer model by dividing the long sequence time series data into a plurality of sequences, converting each sequence of the plurality of sequences into a first vector to obtain a plurality of first vectors, creating a plurality of second vectors from the time stamps associated with the plurality of data points, combining the first vector with the second vector of each sequence of the plurality of sequences to obtain a plurality of third vectors, computing a context matrix from the plurality of third vectors, performing a convolution operation on the context matrix to forecast the series of future data points, and outputting the series of future data points from the prediction layer.

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Cary, NC, United States of America

Bingfeng (Ben) Ding