Intellimote: a hybrid classifier for classifying learners' emotion in a   distributed e-learning environment

LOPA MANDAL; ROHAN DAS; SAMAR BHATTACHARYA; Pramatha Nath BASU

Makale detayları

Intellimote: a hybrid classifier for classifying learners' emotion in a distributed e-learning environment

Yazarlar:

LOPA MANDAL | ROHAN DAS | SAMAR BHATTACHARYA | Pramatha Nath BASU

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2017 Vol.25 Issue 3, pp.2084-2095

Belge Tipi:

Makale

Yayın Tarihi:

5/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000740844

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632

Özet:

 

A huge collection of textual, graphical, audio, and video   contents are readily available on the Internet to be used for the purpose of   learning. Sentimental feedbacks of learners posted at the end of many of   these contents may be considered as genuine reactions of the learners who   have gone through the contents. Such learners' sentiments are important   inputs for judging the acceptability of a learning material. Analyzing such   feedbacks using sentiment analysis techniques can identify the best reusable   learning contents that may be used for developing new courseware. This can   significantly reduce the time and effort of authoring, which is otherwise a   difficult, time-consuming, and costly affair. This methodology can also be   used for continuous assessment on the learning materials released for use.   This paper presents a machine learning-based approach for emotion analysis   in e-learning materials. It describes the design and experimental use of a   sentiment analysis classifier that uses classifier combination rules to   combine polarity scoring and a support vector machine (SVM). The present   approach also gives an opportunity for users to train a lexicon on a very   specialized set of data, pertaining to the domain of usage. This helps   either to enhance polarity scores of certain words that appear more   frequently or to add words that are completely missing from the lexicon, and   contributes a great deal in determining the polarity scores.

Makale detayları

Intellimote: a hybrid classifier for classifying learners' emotion in a distributed e-learning environment

Yazarlar: LOPA MANDAL | ROHAN DAS | SAMAR BHATTACHARYA | Pramatha Nath BASU

Yayıncı: TUBITAK

Dergi: Turkish Journal of Electrical Engineering and Computer Science 2017 Vol.25 Issue 3, pp.2084-2095

Belge Tipi: Makale

Yayın Tarihi: 5/2017

Belge Dili: Türkçe

Document ID (Org No.): 2000740844

Sıklık: İki Aylık

eISSN: 1303-6203

pISSN: 1300-0632

Sayı

Yazarlar:

LOPA MANDAL | ROHAN DAS | SAMAR BHATTACHARYA | Pramatha Nath BASU

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2017 Vol.25 Issue 3, pp.2084-2095

Belge Tipi:

Makale

Yayın Tarihi:

5/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000740844

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632