Jpmorgan Chase Bank, N.a.

Andrea Coletta

Tucker Richard Balch

Manuela Veloso

Svitlana Vyetrenko

Tom Bamford

Elizabeth Fons

Sriram Gopalakrishnan

A method and a system for using multi-modal time-series data retrieval through latent space projections to efficiently capture and store time-series data are provided. The method includes: generating a synthetic set of time-series data and a corresponding set of textual descriptions; using the synthetic data to generate a corresponding set of images; using the images to train an image encoder to learn a first multi-modal shared latent space, and using the textual descriptions to train a text encoder to learn the shared latent space; receiving historical time-series data and storing the historical data in a database; generating an index that relates to the shared latent space and is usable for identifying information stored in the database; receiving a user query that relates to a first new set of time-series data; and retrieving, from the database, information that is responsive to the query.

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Ferentino, Italy

Andrea Coletta