Sentiment Analysis of Twitter Data: A Survey of Techniques

01/26/2016
by   Vishal. A. Kharde, et al.
0

With the advancement of web technology and its growth, there is a huge volume of data present in the web for internet users and a lot of data is generated too. Internet has become a platform for online learning, exchanging ideas and sharing opinions. Social networking sites like Twitter, Facebook, Google+ are rapidly gaining popularity as they allow people to share and express their views about topics,have discussion with different communities, or post messages across the world. There has been lot of work in the field of sentiment analysis of twitter data. This survey focuses mainly on sentiment analysis of twitter data which is helpful to analyze the information in the tweets where opinions are highly unstructured, heterogeneous and are either positive or negative, or neutral in some cases. In this paper, we provide a survey and a comparative analyses of existing techniques for opinion mining like machine learning and lexicon-based approaches, together with evaluation metrics. Using various machine learning algorithms like Naive Bayes, Max Entropy, and Support Vector Machine, we provide a research on twitter data streams.General challenges and applications of Sentiment Analysis on Twitter are also discussed in this paper.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
07/04/2020

Sentiment Analysis on Social Media Content

Nowadays, people from all around the world use social media sites to sha...
research
12/03/2015

Approaches for Sentiment Analysis on Twitter: A State-of-Art study

Microbloging is an extremely prevalent broadcast medium amidst the Inter...
research
12/09/2022

Comparative Study of Sentiment Analysis for Multi-Sourced Social Media Platforms

There is a vast amount of data generated every second due to the rapidly...
research
03/09/2023

Types of Approaches, Applications and Challenges in the Development of Sentiment Analysis Systems

Today, the web has become a mandatory platform to express users' opinion...
research
06/20/2019

Citizens' Emotion on GST: A Spatio-Temporal Analysis over Twitter Data

People might not be close-at-hand but they still are - by virtue of the ...
research
11/12/2020

Towards A Sentiment Analyzer for Low-Resource Languages

Twitter is one of the top influenced social media which has a million nu...
research
06/10/2022

Sentiment analysis on electricity twitter posts

In today's world, everyone is expressive in some way, and the focus of t...

Please sign up or login with your details

Forgot password? Click here to reset