A Prediction-based Curriculum Analysis using the Modified Artificial Bee Colony Algorithm
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2019, Vol 10, Issue 10
Abstract
Due to the vast amount of students’ information and the need of quick retrieval, establishing databases is one of the top lists of the IT infrastructure in learning institutions. However, most of these institutions do not utilize them for knowledge discovery which can aid in informed decision-making, investigation of teaching and learning outcomes, and development of prediction models in particular. Prediction models have been utilized in almost all areas and improving the accuracy of the model is sought- after this study. Thus, the study presents a Scoutless Rule-driven binary Artificial Bee Colony (SRABC) as a searching strategy to enhance the accuracy of the prediction model for curriculum analysis. Experimental verification revealed that SRABC paired with K-Nearest Neighbor (KNN) increases the prediction accuracy from 94.14% to 97.59% than paired with Support Vector Machine (SVM) and Logistic Regression (LR). SRABC is efficient in selecting 14 out of 60 variables through majority voting scheme using the data of the BSIT students of Davao Del Norte State College (DNSC), Davao del Norte, Philippines.
Authors and Affiliations
Reir Erlinda E. Cutad, Bobby D. Gerardo
Keywords
Related Articles
- EP ID EP665035
- DOI 10.14569/IJACSA.2019.0101017
- Views 93
- Downloads 0
Modification of CFCM in The Presence of Heavy AWGN for Bayesian Blind Channel Equalizer
In this paper, the modification of conditional Fuzzy C-Means (CFCM) aimed at estimation of unknown desired channel states is accomplished for Bayesian blind channel equalizer under the presence of heavy additive Gaussian...
Indoor Positioning System using Regression-based Fingerprint Method
Indoor Positioning System has opportunity to be used in different business platform. Based on past research, optimized localization method for Bluetooth Low Energy (BLE) to predict position of person or object with high...
Design and Performance Analysis of Microstrip Array Antennas with Optimum Parameters for X-band Applications
Md. Tanvir Ishtaique-ul Huque, Md. Kamal Hosain, Md. Shihabul Islam, Md. Al-Amin Chowdhury Abstract - This paper demonstrates simple, low cost and high gain microstrip array antennas with suitable feeding techniqu...
Pricing Schemes in Cloud Computing: An Overview
Cloud Computing is one of the technologies with rapid development in recent years where there is increasing interest in industry and academia. This technology enables many services and resources for end users. With the r...
Aggregation Operator for Assignment of Resources in Distributed Systems
In distributed processing systems it is often necessary to coordinate the allocation of shared resources that should be assigned to processes in the modality of mutual exclusion; in such cases, the order in which the sha...