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.

Date of Patent:
Dec. 05, 2023

Filed:

Apr. 10, 2018
Applicant:

Airbnb, Inc., San Francisco, CA (US);

Inventors:

Tao Xu, Palo Alto, CA (US);

Haibin Cheng, San Jose, CA (US);

Malay Haldar, Foster City, CA (US);

Brendan Marshall Collins, San Francisco, CA (US);

Assignee:

AIRBNB, INC., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/2457 (2019.01); G06N 20/00 (2019.01); G06Q 10/02 (2012.01); G06N 3/04 (2023.01); G06N 5/00 (2023.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06F 16/24578 (2019.01); G06N 20/00 (2019.01); G06Q 10/02 (2013.01);
Abstract

An online reservation system is configured to receive requests from a guest for searching property listings and to return property listings that satisfy the search criteria of the requests. The online reservation system uses a machine learning system to rank the property listings returned by the search. The machine learning system uses objective functions to determine parameters for each property listing and assign a ranking based on the parameters. A first objective function generates a parameter indicating an extent to which a property listing matches preferences of the guest, and is based on data about the guest's interactions with the reservation system. A second objective function generates another parameter indicating an extent to which the search request matches the preferences of the host associate with the property listing, and is based on data about the host's responses to reservation requests.


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