Machine Learning Data Messaging for Reservation Management
Summary
USPTO published patent application US20260099775A1 for a machine learning system managing reservation data with time-based decay logit outputs for dynamic inventory allocation. The system generates graphical user interfaces combining static contracted and dynamic shared reserve inventory views at run-time.
What changed
USPTO published patent application US20260099775A1 for a machine learning computing system configured to render improved graphical user interfaces showing combined static contracted inventory and dynamic shared reserve inventory. The system maintains and trains a machine learning data architecture to generate time-based decay logit outputs populated into an extended data structure representing available offers for re-allocating reservation data objects.
Affected parties including technology companies, software developers, and reservation management system providers should monitor this application for potential patent claims covering ML-based inventory allocation with time-decay algorithms and real-time GUI rendering capabilities.
What to do next
- Monitor for patent issuance
- Review claims for freedom-to-operate analysis
- Assess applicability to reservation management systems
Archived snapshot
Apr 9, 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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