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

    6 Citations (Scopus)

    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 Sept 20204 Sept 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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