# US 10,120,940 B2 · Content recommendation system

> Agents: this data is available as JSON from the patentgrep API and MCP server — see https://patentgrep.com/llms.txt

- Number: US 10,120,940 B2
- Document ID: US10120940B2
- Status: Granted
- Kind: B2
- Application number: 15/670,501
- Filed: 2017-08-07
- Published: 2017-11-23
- Granted: 2018-11-06
- Earliest claimed: 2010-09-09
- Assignees: eBay Inc.
- Applicants: eBay Inc.
- Inventors: Steve Yankovich; Ryan Melcher; Ganga Muthyala
- Web page: https://patentgrep.com/patent/US10120940B2

## CPC

- G06F 16/951: Indexing; Web crawling techniques
- G06F 16/245: Query processing
- G06F 16/248: Presentation of query results
- G06F 16/532: Query formulation, e.g. graphical querying
- G06F 16/9535: Search customisation based on user profiles and personalisation
- G06Q 30/0255: {based on user history}
- G06Q 30/0627: {by specifying product or service characteristics, e.g. product dimensions}
- G06Q 30/0631: {Recommending goods or services}
- G06F: ELECTRIC DIGITAL DATA PROCESSING (computer systems based on specific computational models G06N)
- G06Q: INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR

## Abstract

In various example embodiments, systems and methods to provide content recommendations are provided. Search parameters are received from a user. An attribute associated with the user is derived. Using the search parameters and the attribute, content from a database that is within a predetermined margin of difference of the derived attribute are determined. A list of the content is caused to be presented in a user interface of the user.

## Claims

### Claim 1

A method comprising:
receiving a search parameter from a device of a user;
receiving an image showing the user and a marker;
identifying the marker in the image and determining dimensions of the marker from a marker database storing the dimensions of the marker;
deriving sizing data for the user using the dimensions of the marker and the image showing the user and the marker;
performing a search of a coupled database for content corresponding to the search parameter and having a size within a predetermined margin of difference of the derived sizing data for the user; and
causing presentation of a list of the content in a user interface of the device of the user.

### Claim 2 (depends on 1)

The method of claim 1, wherein the receiving the search parameter comprises receiving a selection of a category.

### Claim 3 (depends on 1)

The method of claim 1, further comprising:
generating the list of the content; and
prioritizing the content on the list based on past interactions performed by the user.

### Claim 4 (depends on 3)

The method of claim 3, wherein the past interactions comprises a browsing history of the user or a purchase history of the user.

### Claim 5 (depends on 1)

The method of claim 1, further comprising:
generating the list of the content; and
prioritizing the content on the list based on past interactions performed by related users.

### Claim 6 (depends on 5)

The method of claim 5, wherein the related users are other users having a pre-existing relationship with the user, the pre-existing relationship being stored in a user profile of the user.

### Claim 7 (depends on 5)

The method of claim 5, wherein the related users are other users having the same derived sizing data as the user.

### Claim 8 (depends on 1)

The method of claim 1, wherein the margin of difference is a preference set by the user.

### Claim 9 (depends on 1)

The method of claim 1, wherein the derived sizing data is derived by also using information from a user profile of the user.

### Claim 10

A system comprising:
one or more hardware processors; and
a memory storing instructions that, when executed by the one or more hardware processors, cause the one or more hardware processors to perform operations comprising:
receiving a search parameter from a device of a user;
receiving an image showing the user and a marker;
identifying the marker in the image and determining dimensions of the marker from a marker database storing the dimensions of the marker;
deriving sizing data for the user using the dimensions of the marker and the image showing the user and the marker;
performing a search of a coupled database for content corresponding to the search parameter and having a size within a predetermined margin of difference of the derived sizing data for the user; and
causing presentation of a list of the content in a user interface of the device of the user.

### Claim 11 (depends on 10)

The system of claim 10, wherein the operations further comprise:
generating the list of the content; and
prioritizing the content on the list based on past interactions performed by the user.

### Claim 12 (depends on 11)

The system of claim 11, wherein the past interactions comprises a browsing history of the user or a purchase history of the user.

### Claim 13 (depends on 10)

The system of claim 10, wherein the operations further comprise:
generating the list of the content; and
prioritizing the content on the list based on past interactions performed by related users.

### Claim 14 (depends on 13)

The system of claim 13, wherein the related users are other users having a pre-existing relationship with the user or other users having the same derived sizing data as the user.

### Claim 15 (depends on 10)

The system of claim 10, wherein the derived sizing data is derived by also using information from a user profile of the user.

### Claim 16

A hardware storage device storing instructions which, when executed by at least one processor of a machine, cause the machine to perform operations comprising:
receiving a search parameter from a device of a user;
receiving an image showing the user and a marker;
identifying the marker in the image and determining dimensions of the marker from a marker database storing the dimensions of the marker;
deriving sizing data for the user using the dimensions of the marker and the image showing the user and the marker;
performing a search of a coupled database for content corresponding to the search parameter and having a size within a predetermined margin of difference of the derived sizing data for the user; and
causing presentation of a list of the content in a user interface of the device of the user.
