Framework for Opinion Mining Approach to Augment Education System Performance
The extensive expansion growth of social networking sites allows the people to share their views and experiences freely with their peers on internet. Due to this, huge amount of data is generated on everyday basis which can be used for the opinion mining to extract the views of people in a particular field. Opinion mining finds its applications in many areas such as Tourism, Politics, education and entertainment, etc. It has not been extensively implemented in area of education system. This paper discusses the malpractices in the present examination system. In the present scenario, Opinion mining is vastly used for decision making. The authors of this paper have designed a framework by applying Na\"ive Bayes approach to the education dataset. The various phases of Na\"ive Bayes approach include three steps: conversion of data into frequency table, making classes of dataset and apply the Na\"ive Bayes algorithm equation to calculate the probabilities of classes. Finally the highest probability class is the outcome of this prediction. These predictions are used to make improvements in the education system and help to provide better education.
Code (0)
등록된 구현이 없습니다.
Tasks
Decision MakingOpinion MiningSimilar Papers 제목 키워드 기반
Sentiment analysis and opinion mining on educational data: A survey
Sentiment analysis AKA opinion mining is one of the most widely used NLP applications to identify human intentions from their reviews. In the education sector, opinion mining is used to listen to student opinions and enh…
Decision MakingNegationOpinion MiningSentence+3Mining of product reviews at aspect level
Todays world is a world of Internet, almost all work can be done with the help of it, from simple mobile phone recharge to biggest business deals can be done with the help of this technology. People spent their most of t…
Decision MakingNegationOpinion MiningSentiment AnalysisSnippext: Semi-supervised Opinion Mining with Augmented Data
Online services are interested in solutions to opinion mining, which is the problem of extracting aspects, opinions, and sentiments from text. One method to mine opinions is to leverage the recent success of pre-trained …
Data AugmentationLanguage ModellingOpinion MiningEduRABSA: An Education Review Dataset for Aspect-based Sentiment Analysis Tasks
Every year, most educational institutions seek and receive an enormous volume of text feedback from students on courses, teaching, and overall experience. Yet, turning this raw feedback into useful insights is far from s…
Sentiment AnalysisOpinion MiningOn the Suitability of pre-trained foundational LLMs for Analysis in German Legal Education
We show that current open-source foundational LLMs possess instruction capability and German legal background knowledge that is sufficient for some legal analysis in an educational context. However, model capability brea…
Argument MiningAutomated Essay ScoringRetrieval-augmented Generation