Estimating Null Values in Database Using CBR and Supervised Learning Classification

Abstract

Database and database systems have been used widely in almost, all life activities. Sometimes missed data items are discovered as missed or null values in the database tables. The presented paper proposes a design for a supervised learning system to estimate missed values found in the university database. The values of estimated data items or data it items used in estimation are numeric and not computed. The system performs data classification based on Case-Based Reasoning (CBR) to estimate loosed marks of students. A data set is used in training the system under the supervision of an expert. After training the system to classify and estimate null values under expert supervision, it starts classification and estimation of null data by itself.

Authors and Affiliations

Khaled ElSayed

Keywords

Related Articles

Performance Analysis of Corporate Feed Rectangular Patch Element and Circular Patch Element 4x2 Microstrip Array Antennas

This paper present simple, slim, low cost and high gain circular patch and rectangular patch microstrip array antenna, with the details steps of design process, operate in X-band(8 GHz to 12 GHz) and it provides a mean t...

Hierarchical Cellular Structures in High-Capacity Cellular Communication Systems 

In the prevailing cellular environment, it is important to provide the resources for the fluctuating traffic demand exactly in the place and at the time where and when they are needed. In this paper, we explored the abil...

Embed Attitude from Student on Elearning Using Instructional Design with ADDIE Model

Attitude is very important in an education, without a good attitude certainly education will not be able to run smoothly, even education can be said to fail if the output of the education did not have a good attitude in...

Active and Reactive Power Control of a Variable Speed Wind Energy Conversion System based on Cage Generator

This manuscript presents the modeling and control design for a variable speed wind energy conversion system (VS-WECS). This control scheme is based on three-phase squirrel cage induction generator driven by a horizontal-...

The Impact of Knowledge Management on Organizational Performance

In today’s business, knowledge is considered as a core asset in any organization, even it can be considered as important as technological capital. It is part of human abilities and thus human capital. Knowledge managemen...

Download PDF file
  • EP ID EP147443
  • DOI 10.14569/IJACSA.2014.050603
  • Views 104
  • Downloads 0

How To Cite

Khaled ElSayed (2014). Estimating Null Values in Database Using CBR and Supervised Learning Classification. International Journal of Advanced Computer Science & Applications, 5(6), 11-15. https://europub.co.uk/articles/-A-147443