Sentiment Analysis for Education with R: packages, methods and practical applications

05/08/2020
by   Michelangelo Misuraca, et al.
0

Sentiment Analysis (SA) refers to a family of techniques at the crossroads of statistics, natural language processing, and computational linguistics. The primary goal is to detect the semantic orientation of individual opinions and comments expressed in written texts. There are several practical applications of SA in several domains. In an educational context, the use of this approach allows processing students' feedback, aiming at monitoring the teaching effectiveness of instructors and enhancing the learning experience. This paper wants to review the different R packages that can be used to carry on SA, comparing the implemented methods, discussing their characteristics, and showing how they perform by considering a simple example.

READ FULL TEXT
research
01/24/2019

A review of sentiment computation methods with R packages

Four packages in R are analyzed to carry out sentiment analysis. All pac...
research
02/08/2023

Sentiment analysis and opinion mining on educational data: A survey

Sentiment analysis AKA opinion mining is one of the most widely used NLP...
research
09/05/2023

Enhance Multi-domain Sentiment Analysis of Review Texts through Prompting Strategies

Large Language Models (LLMs) have made significant strides in both scien...
research
10/03/2020

Aspect-Based Sentiment Analysis in Education Domain

Analysis of a large amount of data has always brought value to instituti...
research
11/07/2016

Balotage in Argentina 2015, a sentiment analysis of tweets

Twitter social network contains a large amount of information generated ...
research
11/13/2019

LexiPers: An ontology based sentiment lexicon for Persian

Sentiment analysis refers to the use of natural language processing to i...
research
04/19/2020

R packages for the statistical analysis of doubly truncated data: a review

Random double truncation refers a situation in which the variable of int...

Please sign up or login with your details

Forgot password? Click here to reset