Log Analyzer for English Proficiency Test Cheating Detection - Dalam bentuk buku karya ilmiah

QAIS KALYANA LINTANG

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24.04.5630
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Karya Ilmiah - Skripsi (S1) - Reference

Online learning is one of the learning methods implemented by many educational institutions. One of the implementations is the online English Proficiency Test (EPT) with Moodle LMS as the examination platform. However, in practice, some cheating still occurs, and many examinees in the online EPT exam make it challenging to analyze the data and detect cheating. Knowing this problem, this paper proposes a log analyzer framework that could detect cheating in online EPT exams in real time using log data as the analysis data. While also implementing proactive forensic practices and digital forensics readiness in the system. The waterfall method was adopted to develop the log analyzer framework by developing the capability of data acquisition and replication, identifying features that can indicate cheating, implementing isolation forest machine learning models for cheating detection, and reporting the analysis results from data that can be used for further processing. The functional test of the system states that the log analyzer framework’s ability to acquire data, detect cheats, and create reports is functioning successfully. These functions demonstrate the log analyzer’s ability to strengthen the security of online EPT examinations.

Subjek

DIGITAL FORENSICS
 

Katalog

Log Analyzer for English Proficiency Test Cheating Detection - Dalam bentuk buku karya ilmiah
 
,; il.: pdf file
English

Sirkulasi

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Pengarang

QAIS KALYANA LINTANG
Perorangan
Niken Dwi Wahyu Cahyani, Muhammad Arief Nugroho
 

Penerbit

Universitas Telkom, S1 Informatika
Bandung
2024

Koleksi

Kompetensi

  • CII4E4 - TUGAS AKHIR

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