ACHIEVING MULTI-DOCUMENT SUMMARIZATION BASED ON MULTIPLE-RANKING METHODOLOGY WITH THE HELP OF NEAREST NEIGHBORS IN CLUSTERS
Journal Title: Indian Journal of Computer Science and Engineering - Year 2013, Vol 4, Issue 6
Abstract
The goal of multi-document summarization is to give a prejudiced summary on a particular topic. This paper describes how to perform summarization task by means of multiple-ranking of sentences from various documents. Our method utilizes the association among all the sentences in the documents and the association between the sentences and the particular query. For each sentence in the documents, ranking score has been computed to denote the richness of information in the sentences. We used greedy algorithm to force multiple range of consequences on each sentence. By selecting the sentences with highly prejudiced information richness and high information originality, the summary has been produced. We make use of both TREC and TDT documents for our experimental purpose and our results show that the proposed methodology outperforms well when compared with the existing methodologies.
Authors and Affiliations
K. PADMAPRIYA , Dr. S. Sridhar
DETERMINING THE NUMBER OF CLUSTERS FOR A K-MEANS CLUSTERING ALGORTIHM
Clustering is a process used to divide data into a number of groups. All data points have some mathematical parameter according to which grouping can be done. For instance, if we have a number of points on a twodimension...
A REVIEW OF CONSTRUCTION METHODS FOR REGULAR LDPC CODES
Low-Density parity-check (LDPC) codes are one of the most powerful error correcting codes available today. Their Shannon capacity approaching performance and lower decoding complexity have made them the best choice for m...
SERVICE-ORIENTED CLOUD ARCHITECTURE SCHEMA TO BRIDGE GAP BETWEEN STUDENT, STAFF AND ACADEMIA
Cloud Computing is a new resource platform that offers abundant amount of services for organizations to meet furthermore satisfies the needs without huge and prior investment. When it comes to the development of a cloud,...
UNIVERSAL STEGANALYSIS: DEFEND AGAINST ADAPTIVE STEGANOGRAPHIC ATTACK USING MX-QUADTREE NEIGHBOR FINDING MECHANISM
In the world of information security, Trapping of Illegal secret communication plays an imperative role. Especially, defending against such type of attacks plays important role in the area of defense. Steganalysis is the...
An Approach with Maintainability, Structured Design and Automation with the Intension of Software Engineering
Scientific software must be personalized for dissimilar execution environments, problem sets, and existing resources to make sure its competence and consistency. Even though adaptation patterns be able to be found in a e...