Cognitive learning environment and classroom analytics (CLECA): A method based on dynamic data mining techniques

Miftah Al Karim, Asif Karim, Sami Azam, Eshtiak Ahmed, Friso De Boer, Ashraful Islam, Fernaz Narin Nur

Research output: Chapter in Book/Report/Conference proceedingConference Paper published in Proceedingspeer-review

Abstract

With the advent of modern data analytics tools, understanding the bits and pieces of any environment with the abundance of relevant data has become a reality. Traditional post event analyses are evolving toward on-line and real-time processes. Along with versatile algorithms are being proposed to address the data types suitable for dynamic environments. This research would investigate different dynamic data mining methods that can be deployed into a modern classroom to assist both the teaching and learning atmosphere based on the past and present data. Time series data regarding student’s attentiveness, academic history, content of the topic, demography of the classroom and human sentiment analysis would be fed into an algorithm suitable for dynamic operations to make the learning ambience smarter, resulting in better information being available to educators to take most appropriate measures while teaching a topic. The research objective is to propose an algorithm that can later be implemented with proper hardware set-up.

Original languageEnglish
Title of host publicationLecture Notes on Data Engineering and Communications Technologies
EditorsJennifer S. Raj, Abdullah M. Iliyasu, Robert Bestak, Zubair A. Baig
Place of PublicationSingapore
PublisherSpringer Singapore
Pages787-797
Number of pages11
Edition1
ISBN (Electronic)9789811596513
ISBN (Print)9789811596506
DOIs
Publication statusPublished - Feb 2021
Event2nd International Conference on Innovative Data Communication Technologies and Application 2020 - RVS College of Engineering and Technology, Coimbatore, India
Duration: 3 Sep 20204 Sep 2020

Publication series

NameLecture Notes on Data Engineering and Communications Technologies
Volume59
ISSN (Print)2367-4512
ISSN (Electronic)2367-4520

Conference

Conference2nd International Conference on Innovative Data Communication Technologies and Application 2020
Abbreviated titleICIDCA
Country/TerritoryIndia
CityCoimbatore
Period3/09/204/09/20

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