Automatic Assessment of CoI-Cognitive Presence within Asynchronous Online Learning | IEEE Conference Publication | IEEE Xplore

Automatic Assessment of CoI-Cognitive Presence within Asynchronous Online Learning


Abstract:

This paper aims to give instructors the opportunity to analyze learners' cognitive behavior. Thus we propose an automatic system to assess learners' CoI-Cognitive presenc...Show More

Abstract:

This paper aims to give instructors the opportunity to analyze learners' cognitive behavior. Thus we propose an automatic system to assess learners' CoI-Cognitive presence regarding their social participation within asynchronous online discussion. Using Natural Language Preprocessing and Machine learning techniques, we first make some pre-processing to the textual data in order to make it clean and understandable, then we represent each discussion transcript with a vector using Doc2Vec-based features method; a document embedding method for document representation; according to some context and LIWC features. Finally, the Naïve Bayes algorithm is applied to classify messages according to cognitive presence categories.
Date of Conference: 26-28 April 2018
Date Added to IEEE Xplore: 06 August 2018
ISBN Information:
Conference Location: Olhao, Portugal

References

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