Personalized E-Learning Based on Ant Colony Optimization

Author:

Sachdeva Shelly1ORCID,Singh Monika1,Kumar Neeraj1,Goswami Puneet2

Affiliation:

1. Computer Science Engineering, National Institute of Technology Delhi, India

2. Computer Science and Engineering, SRM University, Sonepat (Haryana), India

Abstract

With the advancement in technology, the approach to learning has also been modified. “Standardization” and “One-size-fits-all” has become an outdated concept. To adjust to the changing learning approaches, e-learning came into being, but this was not as per the knowledge and intelligence of users. This created a hurdle in the achievement of better learning and acquisition of skills. This calls for the provision of personalization in e-learning. Successful implementation of personalized e-learning in the present education system will lead to better and faster learning by adapting as per the preferences and knowledge of students. The core idea behind this research is to make an application using Android, which provides a personalized and adaptable route of e-learning using Ant Colony Optimization and recommendations from similar peers. This research will cater to the needs of many students, and it will help in decreasing the time taken to complete any subject or course. It will also help in attaining better and efficient learning as the learning route is determined as per the user. Also, the collection of records of every user will help in improving efficiency and accuracy in the determination of the learning path. The developed app aiming for adaptative e-learning can act as a promising solution during the Covid-19 scenario.

Publisher

World Scientific Pub Co Pte Ltd

Subject

Artificial Intelligence,Information Systems,Control and Systems Engineering,Software

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2. Research on the Reform Path of Music Teaching in Colleges and Universities in the Era of Artificial Intelligence;Applied Mathematics and Nonlinear Sciences;2024-01-01

3. Application of Predictive Algorithms in Informational Learning;2023 2nd International Conference on Data Analytics, Computing and Artificial Intelligence (ICDACAI);2023-10-17

4. Intelligent Course Scheduling System for College Nursing Teaching Based on Ant Colony Optimization Algorithms;2023 3rd Asian Conference on Innovation in Technology (ASIANCON);2023-08-25

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