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 70
- Downloads 0
A Comprehensive IoT Attacks Survey based on a Building-blocked Reference Model
Internet of Things (IoT) has not yet reached a distinctive definition. A generic understanding of IoT is that it offers numerous services in many domains, utilizing conventional internet infrastructure by enabling differ...
Optimization and Evaluation of Hybrid PV/WT/BM System in Different Initial Costs and LPSP Conditions
A modelling and optimization study was performed to manage energy demand of a faculty in Karabuk University campus area working with a hybrid energy production system by using genetic algorithm (GA). Hybrid system consis...
Enhanced Mutual Authenticated Key Agreement Protocol for Anonymous Roaming Service in Global Mobility Networks
With the rapid development of mobile intelligent terminals, users can enjoy ubiquitous life in global mobility networks (GLOMONET). It is essential to secure user information for providing secure roaming service in GLOMO...
A Study on Ranking Key Factors of Virtual Teams Effectiveness in Saudi Arabian Petrochemical Companies
This research ranks effectiveness-related factors of virtual teams. The literature suggests various factors which could motivate or discourage management in using virtual teams versus co-located teams. Forty-eight interv...
A Framework for Hoax News Detection and Analyzer used Rule-based Methods
Currently, the era where social media can present various facilities can answer the needs of the community for information and utilization for socio-economic interests. But the other impact of the presence of social medi...