An Opinion Mining of Text in COVID-19 Issues along with Comparative Study in ML, BERT RNN

01/06/2022
by   Md. Mahadi Hasan Sany, et al.
0

The global world is crossing a pandemic situation where this is a catastrophic outbreak of Respiratory Syndrome recognized as COVID-19. This is a global threat all over the 212 countries that people every day meet with mighty situations. On the contrary, thousands of infected people live rich in mountains. Mental health is also affected by this worldwide coronavirus situation. Due to this situation online sources made a communicative place that common people shares their opinion in any agenda. Such as affected news related positive and negative, financial issues, country and family crisis, lack of import and export earning system etc. different kinds of circumstances are recent trendy news in anywhere. Thus, vast amounts of text are produced within moments therefore, in subcontinent areas the same as situation in other countries and peoples opinion of text and situation also same but the language is different. This article has proposed some specific inputs along with Bangla text comments from individual sources which can assure the goal of illustration that machine learning outcome capable of building an assistive system. Opinion mining assistive system can be impactful in all language preferences possible. To the best of our knowledge, the article predicted the Bangla input text on COVID-19 issues proposed ML algorithms and deep learning models analysis also check the future reachability with a comparative analysis. Comparative analysis states a report on text prediction accuracy is 91 79

READ FULL TEXT
research
04/23/2021

Managing mental psychological wellbeing amidst COVID-19 pandemic: Positive psychology interventions

COVID-19 pandemic has shaken the roots of healthcare facilities worldwid...
research
03/25/2020

What is the people posting about symptoms related to Coronavirus in Bogota, Colombia?

During the last months, there is an increasing alarm about a new mutatio...
research
12/24/2017

Comparative Opinion Mining: A Review

Opinion mining refers to the use of natural language processing, text an...
research
04/05/2021

Insight about Detection, Prediction and Weather Impact of Coronavirus (Covid-19) using Neural Network

The world is facing a tough situation due to the catastrophic pandemic c...
research
05/01/2020

Discussion of digital gaming's impact on players' well-being during the COVID-19 lockdown

This research discusses how to utilise digital gaming to support the wel...
research
12/16/2022

Utilizing distilBert transformer model for sentiment classification of COVID-19's Persian open-text responses

The COVID-19 pandemic has caused drastic alternations in human life in a...

Please sign up or login with your details

Forgot password? Click here to reset