Applying machine learning algorithm for search engine with opinion mining features
Other Title(s)
تطبيق خوارزمية التعلم الآلي لمحركات البحث المدعمة باستنباط الرأي
Dissertant
Thesis advisor
Comitee Members
Kanan, Ghassan Ghazi
al-Mashaikhi, Akram Muhammad Uthman
University
Amman Arab University
Faculty
Collage of Computer Sciences and Informatics
Department
Department of Computer Science
University Country
Jordan
Degree
Master
Degree Date
2011
English Abstract
Current search engines apply numerous innovative searching methods that are adhered to retrieve documents or web pages containing certain queried keywords along with their synonyms.
Alternatively, the user might be interested in not just finding relevant documents or web pages to a query but also extracting the opinions or reviews commented previously on some topic; this is called Opinion Mining.
This research aims to develop an online opinion mining system; in general; the development process of opinion mining system involves employing different models and schemes related to several computer science disciplines such as data mining, Natural Language processing, and information retrieval.
This thesis proposes a new opinion mining method that passes several phases; the first phase includes the crawling of the reviews related to a certain search Query based on user.
The reviews then are processed using specific machine learning tools to define the significant words of the review, which reflect the class of the review in terms of its agreement or disagreement; these words are regarded as a summarization for the review.
Main Subjects
Information Technology and Computer Science
Topics
No. of Pages
89
Table of Contents
Table of contents.
Abstract.
Abstract in Arabic.
Chapter One : Introduction.
Chapter Two : Related works.
Chapter Three : Opinion mining.
Chapter Four : The proposed solution.
Chapter Five : Experiments and results.
Chapter Six : Conclusions and future works.
References.
American Psychological Association (APA)
Shuhrur, Suzan Husayn. (2011). Applying machine learning algorithm for search engine with opinion mining features. (Master's theses Theses and Dissertations Master). Amman Arab University, Jordan
https://search.emarefa.net/detail/BIM-526538
Modern Language Association (MLA)
Shuhrur, Suzan Husayn. Applying machine learning algorithm for search engine with opinion mining features. (Master's theses Theses and Dissertations Master). Amman Arab University. (2011).
https://search.emarefa.net/detail/BIM-526538
American Medical Association (AMA)
Shuhrur, Suzan Husayn. (2011). Applying machine learning algorithm for search engine with opinion mining features. (Master's theses Theses and Dissertations Master). Amman Arab University, Jordan
https://search.emarefa.net/detail/BIM-526538
Language
English
Data Type
Arab Theses
Record ID
BIM-526538
