US 10,951,685 B1Granted

Adaptive content deployment

AssigneePoetic Systems, LLC

InventorsMatthew Hager, Chuong Le, Armin Zardkoohi

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Abstract

Systems and methods presented herein provide for adaptive content delivery. In one embodiment, a system includes a repository operable to store a plurality of web components, and a database operable to store identifiers of a plurality of users. The system also includes a machine learning module operable to: generate a model of computing device interactions of the plurality of the users based on the stored identifiers of the plurality of users; monitor a computing device interaction of a first of the plurality of users; process the computing device interaction of the first user through the model; and predict a format of web component delivery desired by the user based on the model. A formatter may be operable to retrieve a portion of the web components from the repository, and to automatically format the retrieved web components for the first user based on the predicted format of web component delivery.

Claims14

Dependent claims

A server based system, comprising:

a repository operable to store a plurality of web components;
a database operable to store identifiers of a plurality of users;
a machine learning module operable to generate a model of computing device interactions of the plurality of the users based on the stored identifiers of the plurality of users, to monitor a computing device interaction of a first of the plurality of users, to process the computing device interaction of the first user through the model, and to predict a format of web component delivery desired by the user based on the model;
and
a formatter operable to retrieve a portion of the web components from the repository, and to automatically format the retrieved web components for the first user based on the predicted format of web component delivery,
wherein the machine learning module is further operable to process the computing device interaction of the first user via a regression analysis, and wherein the machine learning module is further operable to enhance a prediction of the format of web component delivery desired by the user via said regression analysis of subsequent computing device interactions of the first user.

3 more elements

Dependencies are inferred from the claim text.

Facts

Application: 16/517,357Filed 19 Jul 2019 · us provisional application
Priority: 19 Jul 2018
Granted: 16 Mar 2021
Term ends: Not estimatedThe source records don’t support an estimate.

Classification8 codes

H04L 67/06
Protocols: specially adapted for file transfer, e.g. file transfer protocol [FTP]
G06F 16/958
Retrieval from the web: organisation or management of web site content, e.g. publishing, maintaining pages or automatic linking
G06N 5/04
Computing arrangements using knowledge-based models: inference or reasoning models
G06N 20/00
Machine learning