MACHINE LEARNING-BASED LITERARY WORK RANKING AND RECOMMENDATION SYSTEM

Patent №

US 10,366,343

Granted

2019-07-30

Filed 2015

Owner

AMAZON TECHNOLOGIES, INC.

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14657931

A system ranks and/or recommends literary works based on information extracted from the text of the literary works. For example, the system may use information extracted from the text of a literary work to generate a graph representing the relationships of entities in the literary work. The system may identify sub-graphs in the graph, and generate a signature based on the values associated with the various sub-graphs. The system may generate signatures of a plurality of literary works. The system may then retrieve the signature of a literary work that was highly rated by a user, and compare the retrieved signature with other generated signatures using machine-learning algorithms to select literary works to recommend to the user.

AI classification

Natural language1.00
Machine learning1.00
AI hardware1.00
Knowledge representation1.00
Vision0.99
Planning0.65
Evolutionary computation0.44
Speech0.00

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 438280280

Assignors

ZAPPELLA, GIOVANNI

On an employer assignment, the assignors are typically the inventors.

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