Enhanced k-way method in "APRIORI" algorithm for mining the association rules through embedding SQL commands

العناوين الأخرى

تحسين طريقة "K-way" في خوارزمية "ابريوري" للتنقيب عن القواعد المرتبطة من خلال أوامر SQL

مقدم أطروحة جامعية

Dbwan, Basil Ali Salih

مشرف أطروحة جامعية

Farhan, Hazim A.

أعضاء اللجنة

al-Sadi, Jihad A.
Naum, Riyad Shakir

الجامعة

جامعة الشرق الأوسط

الكلية

كلية تكنولوجيا المعلومات

القسم الأكاديمي

قسم نظم المعلومات الحاسوبية

دولة الجامعة

الأردن

الدرجة العلمية

ماجستير

تاريخ الدرجة العلمية

2013

الملخص الإنجليزي

No doubt, the notable and bursting growth in data and databases has produced an imperative necessity for new mechanism and devices that can rationally and spontaneously convert the handled data into helpful and valid information and knowledge.

Data mining is such a style that evolves non axiomatic, tacit, formerly anonymous, and possibly beneficiary information from data in databases.

In this thesis we implemented the most recognized algorithm “APRIORI” for mining association rules using SQL.

Association rules that is linked to market basket data mining issue widely found in business application, which mostly used C# or Java and a text file that represent the transaction database.

But at the mean time our application transact straightaway with transaction table in relational database(Warehouse) without any necessity to transmit the pertinent data to independent text file which facilitate the process of mining the database, also the most part in this Thesis, we achieved some enhancement to K-way method to calculate frequent itemsets.

The thesis elucidated that using indexes may demean the performance of data mining process; moreover, the thesis implementation a (Graphical User Interface) for mining association rule using oracle 9i database tools.

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

عدد الصفحات

66

قائمة المحتويات

Table of contents.

Abstract.

Abstract in Arabic.

Chapter One : Introduction.

Chapter Two : Data mining overview and related work.

Chapter Three : The model (enhanced APRIORI algorithm) architecture, implementation and testing.

Chapter Four : Evaluation and experimental results.

Chapter Five : Conclusion and recommendations.

References.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Dbwan, Basil Ali Salih. (2013). Enhanced k-way method in "APRIORI" algorithm for mining the association rules through embedding SQL commands. (Master's theses Theses and Dissertations Master). Middle East University, Jordan
https://search.emarefa.net/detail/BIM-694603

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Dbwan, Basil Ali Salih. Enhanced k-way method in "APRIORI" algorithm for mining the association rules through embedding SQL commands. (Master's theses Theses and Dissertations Master). Middle East University. (2013).
https://search.emarefa.net/detail/BIM-694603

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Dbwan, Basil Ali Salih. (2013). Enhanced k-way method in "APRIORI" algorithm for mining the association rules through embedding SQL commands. (Master's theses Theses and Dissertations Master). Middle East University, Jordan
https://search.emarefa.net/detail/BIM-694603

لغة النص

الإنجليزية

نوع البيانات

رسائل جامعية

رقم السجل

BIM-694603