Martin Pavlovski

Time-Preserving Embeddings

Gligorijevic, J., Stojkovic, I., Pavlovski, M., Agrawal, S., Gligorijevic, Dj., Ravindran, S., Tang, R.H.F., Komirishetty, S., Iyer, C., Bhamidipati, N.

U.S. Patent No. 11,868,886. Washington, DC: U.S. Patent and Trademark Office

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Abstract

One or more computing devices, systems, and/or methods for generating time-preserving embeddings are provided. User trails of user activities performed by users are generated. Frequencies at which the activities were performed are identified. Indices are assigned to a set of activities identified from the activities as having frequencies above a threshold. Activity descriptions of the set of activities are mapped to the indices to generate a vocabulary. A model is trained using the user trails, timestamps of the activities, and the vocabulary to learn a set of time-preserving embeddings.

BibTeX

				
					@misc{gligorijevic2024time,
  title={Time-preserving embeddings},
  author={Gligorijevic, Jelena and Stojkovic, Ivan and Pavlovski, Martin and Agrawal, Shubham and Gligorijevic, Djordje and Ravindran, Srinath and Tang, Richard Hin-fai and Komirishetty, Shabhareesh and Iyer, Chander Jayaraman and Bhamidipati, Lakshmi Narayan and others},
  year={2024},
  month=jan # ""~9"",
  publisher={Google Patents},
  note={US Patent 11,868,886}
}
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