compareToResponse: Compare sentiment values to existing response variable

In SentimentAnalysis: Dictionary-Based Sentiment Analysis

Compare sentiment values to existing response variable

Description

This function compares the calculated sentiment values with an external response variable. Examples of such an exogenous response are stock market movements or IMDb move rating. Both usually reflect a "true" value that the sentiment should match.

Usage

compareToResponse(sentiment, response)

## S3 method for class 'logical'
compareToResponse(sentiment, response)

## S3 method for class 'factor'
compareToResponse(sentiment, response)

## S3 method for class 'integer'
compareToResponse(sentiment, response)

## S3 method for class 'data.frame'
compareToResponse(sentiment, response)

## S3 method for class 'numeric'
compareToResponse(sentiment, response)

Arguments

sentiment	Matrix with sentiment scores for each document across several sentiment rules
response	Vector with "true" response. This vector can either be of a continuous numeric or binary values. In case of the latter, FALSE is matched to a negative sentiment value, while TRUE is matched to a non-negative one.

Value

Matrix with different performance metrics for all given sentiment rules

Examples

sentiment <- matrix(c(5.5, 2.9, 0.9, -1), 
                    dimnames=list(c("A", "B", "C", "D"), c("Sentiment")))

# continuous numeric response variable
response <- c(5, 3, 1, -1)
compareToResponse(sentiment, response)

# binary response variable
response <- c(TRUE, TRUE, FALSE, FALSE)
compareToResponse(sentiment, response)

SentimentAnalysis documentation built on Aug. 24, 2023, 1:07 a.m.