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Opinion Mining and Summarization of Hotel Reviews

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400.00$ 300.00$

Project Domain / Category

Project Domain / Category

Information Retrieval

 

Abstract / Introduction

Users share their view about product, hotel, news and topic on web in the form of reviews, blogs, comments etc. Many users read review information given on web to take decisions such as buying products, watching movie, going to restaurant etc. Reviews contain user’s opinion about product, event or topic. It is difficult for web users to read and understand contents from large number of reviews. Important and useful information can be extracted from reviews through opinion mining and summarization process. In this project, there will be a web application where user will provide review about hotels. This review will be in sentence form. System will extract certain keywords from the sentence and will mine keywords in database and system will rate the hotels based on the reviews of various users. We will use machine  learning  and  Sentiment  Word  Net  based  method   for   opinion   mining from hotel reviews and sentence relevance score-based method for opinion summarization of hotel reviews.

 

Opinion mining for hotel reviews is a web application which gives review of the feedback that is posted by various users. The System takes review of various users, based on the opinion, system will specify whether the posted hotel is good, bad, or worst.

 

We use a database of sentiment-based keywords along with positivity or negativity weight in database and then based on these sentiment keywords mined in user review is ranked. Once the user login to the system he views the hotels and gives review about the hotel. System will use database and will match the review with the

 

keywords in database and will rank the review. System will rate the hotel based on the rank of review. The role of the admin is to post new hotel and add keywords in database. This application is useful for those who are going to visit a new place. This application is useful for those who travel often. Using this application User will get to know which hotel is best and suitable for them. User can decide which hotel to accommodate before they reach the place.

Functional Requirements:

System should be able to:

  1. Allow user to login the system, user will view the stored hotels by the admin and gives review about the

 

  1. System will use database and will match the review with the keywords in database and will rank the hotels
  2. System will rate the hotel based on the rank of
  3. The System takes review of various users, based on the opinion, system will specify whether the posted hotel is good, bad, or
  4. System will extract keywords from the review of various users and will mine the keyword in database and will rate the hotel based on the opinion provided by the
  5. We use a database of sentiment-based keywords along with positivity or negativity weight in database and then based on these sentiment keywords mined in user review is
  6. Reviews of hotels will be summarized by the admin to give concise information to the user and provide ease for the user to select hotel based on their

 

  1. The role of the admin is to post new hotel and add keywords in

 

Tools:

 

  • Microsoft SQL Server 2008
  • Visual Studio 2010
  • SentiWordNet
  • Searching Tools – Apache Lucene 0.3
  • Stanford NLP – POS Tagging
Technology

Codeigniter, Laravel, Php

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