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Prediction model on graduate employment based on Bayesian Belief Network Classification Method for decision support system

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WVSU-M-CICT-MTH-2017-LizaJC.OCR.pdf (263.4Kb)
Date
2017-10
Author
Liza, Jay C.
Thesis Adviser
Gerardo, Bobby D.
Committee Chair
Gerardo, Bobby D.
Committee Members
De Castro, Joel T.
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Abstract
Currently, there is a huge amount of data stored in educational database, this this database contains hidden information for analyzing available data and extracting information and knowledge to support decision-making. Organization has a desire to extract hidden but useful knowledge in predicting undergraduate employment. The most useful data mining technique in educational database is classification such as Bayesian method used in this study. Further, it uses a classification task in WEKA where classification models were generated. To validate the generated model, the experiments were conducted using real data collected from the graduate profile of the West Visayas State University. The result was a good model intended to be used in predicting graduate employment data.
URI
https://hdl.handle.net/20.500.14353/959
Recommended Citation
Liza, J. C. (2017). Prediction model on graduate employment based on Bayesian Belief Network Classification Method for decision support system [Master's thesis, West Visayas State University]. WVSU Institutional Repository and Electronic Dissertation and Theses PLUS.
Type
Thesis
Keywords
Quantitative research (Data mining and machine learning approach) Educational datamining Bayesan Belief Network Classification Waikato Environment for Knowledge Analysis Graduate employability Classification algorithm
Subject
Data mining OCLC - FAST (Faceted Application of Subject Terminology) College graduates--Employment--Forecasting OCLC - FAST (Faceted Application of Subject Terminology) Bayesian statistical decision theory--Data processing OCLC - FAST (Faceted Application of Subject Terminology) Decision support systems OCLC - FAST (Faceted Application of Subject Terminology) Educational surveys--Databases OCLC - FAST (Faceted Application of Subject Terminology) Logistic regression analysis OCLC - FAST (Faceted Application of Subject Terminology) Decision support systems--Data processing OCLC - FAST (Faceted Application of Subject Terminology)
Degree Discipline
Information Technology
Degree Name
Master in Information Technology
Degree Level
Masters
Physical Description
xi, 74 p.
Collections
  • 2. Master's Theses [168]

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