Template Based Abstractive Summarization of Twitter Topic with Speech Act
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 30, Vol 3, Issue 6
Abstract
Now a days, people are using microblogging services such as Twitter, Facebook, Google+ etc. The content of such site is large number of small textual messages that is posted by millions of users, at random or in response to perceived events or situations. The top trending topics on Twitter.com each can have thousands of tweets. It is very time consuming and difficult attempts to read all the tweets under a particular Trending Topic.Automatic summarization of Twitter messages (tweets) is an urgent need for efficient processing of the tweeted information. Twitter topic summarization deals with short, dissimilar, and noisy nature of tweets. In this paper, we have used a speech act-guided summarization approach.For classification purpose we have used Bagging Ensemble approch with Naive Bayes Classifier. First we have to recognize the speech acts in tweets ,then we extract key words and phrases from the tweets. An extracted key terms are ranked and inserted into special summary templates designed for speech acts. Here, in this proposed work we have implemented Ngram selection algorithm to select top ranking keyword and phrases and then inserted into summary template
Authors and Affiliations
Gulab R. Shaikh*
Keywords
Related Articles
- EP ID EP132738
- DOI -
- Views 42
- Downloads 0
Designing Mobility using Distance Routing Effect Algorithm
An ad-hoc network signifies a solution designed for a specific problem or task and it is an independent network that provides usually temporary peer-to-peer connectivity without relying on a complete network infr...
Spammer detection of social networking sites using 4 novel techniques
Social Networking sites number of users are increasing day by day. Facebook is haing 2 billion users from all over the world. Twitter also having large number of users and they pay the dues if account gets hacke...
A REVIEW ON HIGH RESOLUTION IMAGE ENCRYPTION AND RECONSTRUCTION USING SCALABLE CODING
In today’s connected world, research. This paper proposes a unique scheme of scalable coding of transmitting and receiving images in an extreme protected way using Hadamard transform. In the encryption phase, the o...
PERFORMANCE ANALYSIS OF AIR COOLED WATER COOLER BY USING ECO - FRIENDLY REFRIGERANT S AS A POSSIBLE SUBS TITUTE OF R134A
The EU F - gas regulation would take effect from January 1,2015. The regulation implies an HFC phase - down from 2015 to 2030 by means of bans on high GWP refrigerants. Especially R134a is under pressure and likely...
DEVELOPING THE SKILLS OF VISUALLY IMPAIRED IN PROGRAMMING LANGUAGES
Programming skills are strongly emphasized in IT field. In order to compete with the sighted peers, the differently abled students must shine in the programming field. The problems in programming education are even...