Thursday 23rd of November 2017
 

Performance Evaluation of Naive Bayes and Decision Stump Algorithms in Mining Students Educational Data


Ayinde A.Q, Adetunji A.B, Bello M and Odeniyi O.A

Educational data mining is an emerging trend, concerned with developing methods for exploring the huge data that come from the educational system. This data is used to derive the knowledge which is useful in decision making which is known as Knowledge Discovery in Databases (KDD). EDM methods are useful to measure the performance of students, assessment of students and study students behavior etc. In recent years, Educational data mining has proven to be more successful at many of the educational statistics problems due to enormous computing power and data mining algorithms. The main objective of this research is to find out interesting patterns in the educational data that could contribute to predicting student performance .This paper describes how to apply the main data mining methods such as prediction and classification to educational data.

Keywords: Educational Data Mining, Data Mining, Knowledge Discovery in Databases, Algorithms

Download Full-Text


ABOUT THE AUTHORS

Ayinde A.Q
A.Q Ayinde obtained his B.Tech (Computer Science) from LAUTECH (2008).He is a research student in the Department of Computer Science and Engineering, Ladoke Akintola University of Technology (LAUTECH) and a Lecturer in the Department of Computer Science at Osun State College of Technology, Esa-Oke. His research areas include Data Mining, ICT, Soft Computing and Database. He is a member of the following professional bodies Redhat Linux (RHCE Certified) Microsoft (MCITP Certified) and Information and Technology in Infrastructure Library (ITIL Certified).

Adetunji A.B
A.B AdetunjiA.B AdetunjiA.B AdetunjiA.B AdetunjiA.B AdetunjiA.B Adetunji A.B Adetunji A.B Adetunji obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from obtained her B.Sc (computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from University of Ibadan (1988), M.Sc Computer Science) from Obafemi Awolowo University Ile Obafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University Ile Obafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University Ile Obafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University Ile Obafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University Ile Obafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University IleObafemi Awolowo University Ile - Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD Ife (2002) and obtained her PhD in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior in Computer Science from LAUTECH (2010).She is a Senior Lecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presentLecturer, presently working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering ly working in Computer Science and Engineering Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Department, LAUTECH. She is a member of Computer Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research Professionals Registration Council of Nigeria (CPN). Her research areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining. areas include Database, Artificial Intelligent and Data Mining. areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining. areas include Database, Artificial Intelligent and Data Mining. areas include Database, Artificial Intelligent and Data Mining. areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining. areas include Database, Artificial Intelligent and Data Mining. areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining.areas include Database, Artificial Intelligent and Data Mining. areas include Database, Artificial Intelligent and Data Mining.

Bello M
M. Bello obtained his B.Tech (Computer Science) from LAUTECH (2008).He is a research student in the Department of Computer Science and Engineering, Ladoke Akintola University of Technology (LAUTECH) Presently working as a Programmer in Mathematical Department at Kogi State University, Ayingba. His research areas include Data Mining, ICT, Artificial Intelligent and Database. He is a member of the following professional bodies Redhat Linux (RHCE Certified) and Microsoft (MCITP Certified)

Odeniyi O.A
O.A Odeniyi O.A OdeniyiO.A OdeniyiO.A Odeniyi O.A Odeniyi O.A OdeniyiO.A Odeniyi obtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scie obtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scie obtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scieobtained his B.Tech (Computer Scie nce) from nce) from nce) from nce) from nce) from nce) from nce) from nce) from nce) from nce) from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from LAUTECH (1996).He obtained his PGD in Education from National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) National Teachers’ Institute Kaduna (2006) .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research .He is a research student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering student at the Department of Computer Science and Engineering in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer in LAUTECH. He is a Lecturer 1 at the Department of Computer Science, OScience, OScience, O Science, OScience, OScience, OScience, OScience, Osun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a sun State College of Technology, Esa Oke. He is a member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) member of the Computer Professionals Council Nigeria (CPN) and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include and Nigeria Computer Society (NCS). His research areas include Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database. Soft Computing, ICT, Artificial Intelligence and Database.


IJCSI Published Papers Indexed By:

 

 

 

 
About IJCSI

IJCSI is a refereed open access international journal for scientific papers dealing in all areas of computer science research...

Learn more »
Join Us
FAQs

Read the most frequently asked questions about IJCSI.

Frequently Asked Questions (FAQs) »
Get in touch

Phone: +230 911 5482
Email: info@ijcsi.org

More contact details »