DETERMINING SENTIMENT OF SENTENCES FROM CUSTOMER REVIEWS

Patent №

US 8,554,701

Granted

2013-10-08

Filed 2011

Owner

AMAZON TECHNOLOGIES, INC.

AI components

7

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

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13051309

Technologies are described herein for classifying sentences or phrases as expressing positive or negative sentiment based on machine learning from training data comprising sentences manually labeled as to sentiment. A list of terms is generated from the manually labeled sentences and sentiment scores are determined for the terms in the list of terms based on the manually labeled sentences. A collection of sentences or phrases may then be classified as to sentiment utilizing one or more logistic regression classifiers trained on the sentiment scores determined for the terms in the list of terms. The classified collection of sentences may be further analyzed to determine an overall majority sentiment regarding a topic discussed in the sentences and/or to extract specific sentences or phrases expressing a particular sentiment for display to a customer.

AI classification

Natural language1.00
Machine learning1.00
Planning1.00
Speech0.99
Knowledge representation0.98
AI hardware0.98
Vision0.91
Evolutionary computation0.00

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 259810488

Assignors

DILLARD, LOGAN L., FOX, ERIC B., DICKER, RUSSELL A.

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

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