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A Classification Approach with Machine Learning Methods for Technical Problems of Distance Education: Turkey Example Cover

A Classification Approach with Machine Learning Methods for Technical Problems of Distance Education: Turkey Example

Open Access
|Dec 2021

Figures & Tables

Figure 1

Classification steps.

Figure 2

Sentiment analysis on #UzaktanEğitim (#DistanceEducation).

Figure 3

Distance education problems.

Figure 4

Problem categories.

Table 1

Frequencies of the searched words for defined problem classes (categories).

TURKISH CLASS NAMESEARCHED TURKISH WORDSFREQUENCYPERCENTAGE
EvdeOkul (SchoolatHome)Okul (school), ev (home)503203733.9%
Eba (Turkey education IT network)Eba (Turkey education IT network)418920928.3%
Canlı Ders (Live Course)canlı (live), canli (live), zoom, teams, yüzyüze (face to face), yuzyuze (face to face), toplantı (meeting), toplanti (meeting), kulaklık (headset), mikrofon (microphone), chat, sohbet (chat), oda (room),online183669612.4%
Devamlılık (Continuity)Ders (course),devam (continue),zorunlu (mandatory), yuzyuze (face to face), yüzyüze (face to face)14392179.7%
Sınav (Exam)Sinav (exam),sınav (exam),not (score),ortalama (average),vize (midterm),final, but (make-up),büt (make-up),karne (school report), eŞit (equal),koŞul (condition), bütünleme (make-up)11080467.5%
Covid-19Pandemi (pandemic),covid, salgın (pandemic),salgin (pandemic),küresel (global),virüs (virus),virüs (virus),coronavirus, Covid-195924584.0%
Ödev (Homework)Odev (homework),ödev (homework),moodle, yükle (upload), proje (project)4260222.9%
Teknik Altyapı (Technical Infastructure)Baglanti (connection),baglantı (connection), bilgisayar (computer),telefon (phone), hata (error),error, sistem (system), internet, eriŞim (access),altyapı (infastructure),altyapi (infastructure),teknik (technic)2025411.4%
Table 2

The accuracy of the sentiment analysis model.

PRECISIONRECALLF1-SCORESUPPORT
0 (negative & neutral)0,920,910,92306
1 (positive)0,860,880,87190
Model accuracy0,90496
Macro avg0,890,890,89496
Weighted avg0,900,900,90496
Language: English
Page range: 312 - 322
Submitted on: Mar 10, 2021
Accepted on: Sep 30, 2021
Published on: Dec 31, 2021
Published by: International Council for Open and Distance Education (ICDE)
In partnership with: Paradigm Publishing Services

© 2021 Rıdvan Yayla, Halime Yayla, Gizem Ortaç, Turgay Bilgin, published by International Council for Open and Distance Education (ICDE)
This work is licensed under the Creative Commons Attribution 4.0 License.