Machine Learning Reservation Data Management System
Summary
The USPTO published patent application US20260099775A1 for a machine learning system that renders combined views of static contracted inventory and dynamic shared reserve inventory using time-based decay logit outputs. The system generates constrained views of available offers for re-allocating reservation data objects. The application was filed on October 7, 2025, by six inventors and published on April 9, 2026.
What changed
The USPTO published a patent application for a machine learning-based computing system that manages reservation data. The system maintains a machine learning data architecture trained to generate time-based decay logit outputs populated into an extended data structure representing available offers for re-allocating reservation data objects in a dynamic shared reserve inventory. At run-time, the graphical user interface renders a combined view utilizing these outputs to show a constrained view of offers for potential re-allocation.
Patent applicants and technology companies developing reservation management systems may benefit from reviewing this published application to understand the scope of claimed subject matter. The CPC classification G06Q 10/02 indicates this falls within reservation management applications.
Archived snapshot
Apr 17, 2026GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.
SYSTEM AND METHODS FOR DATA MESSAGING FOR GLOBALLY MANAGING SEGREGATED RESERVATION DATA
Application US20260099775A1 Kind: A1 Apr 09, 2026
Inventors
Avraam ZOSIMADIS, Dharmesh DAYABHAI, Jonathan BRUCE, Jan Gabriel ONA, Peter SYMANIW, Paul Andrew BIRKBECK
Abstract
A machine learning based computing system that is configured for rendering, at run-time, improved graphical user interfaces showing a combination of static contracted inventory and dynamic shared reserve inventory. A machine learning data architecture is maintained and trained to generate time-based decay logit outputs that are populated into an extended data structure representing available offers for re-allocating reservation data objects in the dynamic shared reserve inventory. At run-time, the graphical user interface renders a combined view that utilizes the time-based decay logit outputs to generate a rendering showing a constrained view of available offers for potential re-allocation of the reservation data objects.
CPC Classifications
G06Q 10/02
Filing Date
2025-10-07
Application No.
19352420
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