Automated Arabic essay grading system based on support vector machine and text similarity algorithm

Other Title(s)

نظام التصحيح الآلي للأسئلة المقالية في اللغة العربية باستخدام نموذج دعم المتجهات و خوارزمية تشابه النصوص

Dissertant

al-Awayidah, Saidah Ismail Awdah

Thesis advisor

al-Sharjabi, Bassam

University

Middle East University

Faculty

Faculty of Information Technology

Department

Computer Science Department

University Country

Jordan

Degree

Master

Degree Date

2019

English Abstract

The Automated Essay Grading (AEG) used in universities, companies, and schools which using computer technology capability to improve the grading system to overcome cost, time and teacher effort in correcting the student’s paper. The Arabic Essay Grading system is wide spread over the world because they play critically in education technologies. AEG system applied for multiple languages such as (English, French, Bahasa, Hebrew, Malay, Chinese, Japanese, and Swedish). Therefore , this is thesis, focus on Arabic Essay Grading on the Arabic language, as there are many the techniques used in automated Arabic essay grading such as natural language processing and machine learning. Due to the lack of research on Arabic language AEG, this thesis introduced Arabic automated essay grading system consists of two main processes: firstly, Applying on Arabic WordNet to all possible or related word in meaning then select features based on support vector machine after the preprocessing step. Secondly process, evaluate electronic student essays according to previously determined answer models to find out the similarity degree using cosine similarity algorithm. According to the experimental result, reveal that the proposed system improves the performance of Arabic essay-grading as compared to human scoring

Main Topic

Information Technology and Computer Science

No. of Pages

59

Table of Contents

Table of contents.

Abstract.

Abstract in Arabic.

Chapter One : Background and the study importance.

Chapter Two : Literature review and related work.

Chapter Three : Proposed methodology.

Chapter Four : Experimental results and discussion.

Chapter Five : Conclusion and future work.

References.

American Psychological Association (APA)

al-Awayidah, Saidah Ismail Awdah. (2019). Automated Arabic essay grading system based on support vector machine and text similarity algorithm. (Master's theses Theses and Dissertations Master). Middle East University, Jordan
https://search.emarefa.net/detail/BIM-899298

Modern Language Association (MLA)

al-Awayidah, Saidah Ismail Awdah. Automated Arabic essay grading system based on support vector machine and text similarity algorithm. (Master's theses Theses and Dissertations Master). Middle East University. (2019).
https://search.emarefa.net/detail/BIM-899298

American Medical Association (AMA)

al-Awayidah, Saidah Ismail Awdah. (2019). Automated Arabic essay grading system based on support vector machine and text similarity algorithm. (Master's theses Theses and Dissertations Master). Middle East University, Jordan
https://search.emarefa.net/detail/BIM-899298

Language

English

Data Type

Arab Theses

Record ID

BIM-899298