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Ochecodes/Yorusentilex-Development-of-a-General-Purpose-Sentiment-Lexicon-for-the-Yoruba-language

Domaine:

natural language processing

Type de record:

dataset
Créateur:
Och
Hôte:
Repo for Research in the development a General Purpose Sentiment lexicon for the Yoruba Language for use in carrying out sentiment analysis and opinion mining tasks on texts available in Yoruba. This was done using NLP packages in R and based on Bing Luis Lexicon. # Yorusentilex-Development-of-a-General-Purpose-Sentiment-Lexicon-for-the-Yoruba-language ## [COPYRIGHT: this is an original Research work by Akor Emmanuel Oche. This work should not be copied, duplicated. plagiarized or distributed in any format electronic or otherwise without prior permission by the author. for enquiries and requests email ochebooks@gmail.com] # INTRODUCTION There are General Purpose Sentiment Lexicons available in High resource languages, but few exist in African Languages making it difficult to directly carry out Natural Language Processing on documents written in such languages. The aim of this Research is to develop a General Purpose Sentiment lexicon for the Yoruba Language for use in carrying out sentiment analysis and opinion mining research on texts available in Yoruba. I Collected and Translated Lui Lexicon into Yoruba and used the new lexicon to carry out sentiment analysis on text dataset scrapped from BBC Yoruba News Website. The sentiment scores were collected in a table and visualized. The performance of the new lexicon was compared with sentiment scores obtained from analysis using Lui lexicon on the dataset in English. ## Problem Statement Sentiment analysis research has made significant advancements, mostly focusing on Rich-Resource Languages like English, German, and Arabic. However, research on many Low Resource Languages is scanty. There are General Purpose Sentiment Lexicons available in High resource languages, but few exist in African Languages making it difficult to directly carry out Natural Language Processing on documents written in such languages. ## Aim and Objectives of the Study The aim of this project is to develop a General Purpose Sentiment lexicon for the Yoruba Language for use in carrying out sentiment analysis and opinion mining research on texts available in Yoruba. The objectives of this project are as follows: Collect, study and translate Liu’s lexicon into Yoruba and manually increase the catalogue b …

Visit

github.com

Tasks

sentiment analysistext classification

Languages

LuyanaYoruba

Tags

lexicon-basednatural-language-processingopennlp-parserpolarity-scoresrstats-packagerstudiosentiment-analysis

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