Automatic Classification of Academic and Vocational Guidance Questions using Multiclass Neural Network
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2019, Vol 10, Issue 10
Abstract
The educational and professional orientation is an essential phase for each student to succeed in his life and his curriculum. In this context, it is very important to take into account the interests, occupations, skills, and the type of each student's personalities to make the right choice of training and to build a solid professional outline. This article deals with the problematic of educational and vocational orientation and we have developed a model for automatic classification of orientation questions. “E-Orientation Data” is a machine learning method based on John L. Holland’s Theory of RIASEC typology that uses a multiclass neural network algorithm. This model allows us to classify the questions of academic and professional orientation according to their four categories, thus allows automatic generation of questions in this area. This model can serve E-Orientation practitioners and researchers for further research as the algorithm gives us good results.
Authors and Affiliations
Omar Zahour, EL Habib Benlahmar, Ahmed Eddaoui, Oumaima Hourrane
Keywords
Related Articles
- EP ID EP665237
- DOI 10.14569/IJACSA.2019.0101072
- Views 94
- Downloads 0
Managing Knowledge in Development of Agile Software
Software development is a knowledge-intensive work and the main attention is how to manage it. The systematic reviews of empirical studies presents, how knowledge management is used in software engineering and deve...
An Adaptive Heart Disease Behavior-Based Prediction System
Heart disease prediction is a complex process that is influenced by several factors, including the combination of attributes leading to the possibility of heart disease and availability of these attributes in the databas...
The Development of Geographic Information System using Participatory GIS Concept of Spatial Management
Spatial management of Bandung Regency area has been regulated on Regional Regulation (PERDA), which is PERDA Bandung Regency Number 27 of 2016. Recently there are no facilities that can be used as a dissemination media o...
Investigating Technologies in Decision based Internet of Things, Internet of Everythings and Cloud Computing for Smart City
The idea of a Smart City features the need to upgrade quality, interconnection and execution of different urban administrations with the utilization of data and correspondence advances (ICT). Smart City advances cloud-ba...
Modeling and Simulation Multi Motors Web Winding System
Web winding systems allow the operations of unwinding and rewinding of various products including plastic films, sheets of paper, sheets, and fabrics. These operations are necessary for the development and the treatment...