Sentiment Analysis of Product Reviews From Social Media

Patent №

US 10,489,510

Granted

2019-11-26

Filed 2017

Owner

FORD GLOBAL TECHNOLOGIES, LLC

Lab

AI components

7

ml · nlp · vision · speech · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15492934

User generated content, particularly Chinese language content, is retrieved from various sources such as forums, microblogs, social media sites, and the like. A portion of the content is manually labeled with a sentiment associated with the content and may be classified according to subject matter referenced. Sentiment-indicating features of the content is extracted according to a sentiment dictionary, which may include topic-specific jargon. The features are used to train a classifier to determine sentiment of content based on sentiment-indicating features. The sentiment for other content may then be determined using the classifier. The output of the classifier may be combined with an explicit rating of a product or product feature.

Machine learningNatural languageVisionSpeechKnowledge representationPlanningAI hardwareG06F 40/30G06F 40/242G06N 7/01G06N 20/00G06N 20/10G06Q 10/40G06Q 30/0631

AI classification

Natural language1.00
Machine learning1.00
Planning1.00
Speech1.00
Vision0.99
Knowledge representation0.93
AI hardware0.87
Evolutionary computation0.03

Ownership

FORD GLOBAL TECHNOLOGIES, LLC

assignment · 420860330

Assignors

JIANG, ZHEN, HU, XIANFENG, FU, YAN, GE, YAO, FANG, JIAN

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

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