Efficient Multi Review Classification using feature extraction technique in the Micro Reviews
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2016, Vol 4, Issue 2
Abstract
Although the content of micro-blogging sites has been studied extensively, micro-reviews are a source of content that has been largely overlooked in the literature. In this paper we study micro-reviews, and we show how they can be used for the problem of review selection. To the best of our knowledge we are the first to mine micro reviews such as foursquare tips and combine them with full-text reviews such as Yelp reviews. Our work introduces a novel formulation of review selection, where the goal is to maximize coverage while ensuring efficiency, leading to novel coverage problems. The coverage problems we consider are of broader interest, and they could find applications to different domains. We consider approximation and heuristic algorithms, and study them experimentally, demonstrating quantitatively and qualitatively the benefits of our approach. We also propose an Integer Linear Programming (ILP) formulation, and provide an optimal algorithm. This allows us to quantify the approximation quality of the greedy heuristics. Experimental results explains the performance of the system against the State of art approach in terms of precision and Recall.
Authors and Affiliations
Miss. A. Jenifaasheer, Dr. Anna Saro Vijendran
Keywords
Related Articles
- EP ID EP21594
- DOI -
- Views 245
- Downloads 4
A Survey of Artificial Intelligence in Software Engineering
Software engineering are the principles which are used in the development of the software. Software development is a very long, complex process and it’s a human oriented activity. This paper discusses the concept of Art...
A Review –Tour Routing Problem
The objective of the study is Traveling salesman problem (TSP) is a typical combinatorial optimization problem and a NP problem in operations research. Ant colony algorithm (ACO) is a kind of probability technology used...
Implementation of the Non-Conventional Machining Technology “The Cavitation Process
This paper introduces and presents a new method of non-conventional machining by using the cavitation process. This method can be called “Cavitation Machining (CM)”. The proposed methodology on the development of Non-co...
Secure Data Sharing in Big Data
The Storage of data is gradually increased in a huge amount. The data may contains some important or sensitive information store on a big data platform. The main use of this sharing is to share the data between the user...
Operations on Hesitant Fuzzy Hypergraph
The concept of hypergraphs was extended to fuzzy hypergraph. In this paper, we extend the concepts of fuzzy hypergraphs into that of hesitant fuzzy hypergraphs. Based on the definition of hesitant fuzzy graph, order of...