The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Dec. 09, 2025
Filed:
May. 12, 2022
Dell Products L.p., Round Rock, TX (US);
Dell Products L.P., Round Rock, TX (US);
Abstract
Methods, apparatus, and processor-readable storage media for multi-level time series forecasting using artificial intelligence techniques are provided herein. An example computer-implemented method includes determining entity-related features and temporal features from at least a portion of one or more sets of time series data pertaining to at least one entity; creating multiple embeddings by encoding at least a portion of the entity-related features and at least a portion of the temporal features using at least one artificial intelligence-based embedding technique; processing the multiple embeddings using at least one neural network-based attention technique; generating one or more data forecasts across one or more temporal granularity levels by processing at least a portion of results from the processing of the multiple embeddings using at least one artificial intelligence-based categorization technique; and performing one or more automated actions based at least in part on the one or more data forecasts.