Jurnal Ecotipe (Electronic, Control, Telecommunication, Information, and Power Engineering)
Vol 11 No 2 (2024): Jurnal Ecotipe, October 2024

Implementation of Natural Language Processing for Bullying Complaints with Voice to Text Conversion

Miftahul Ilmi (Institut Teknologi Dan Bisnis Indobaru Nasional)
Miftahul Ilmi (Institut Indobaru Nasional, Batam, Indonesia)
Dasril Aldo (Institut Teknologi Telkom Purwokerto)
Sapta Eka Putra (Tamansiswa University, Padang)
Adanti Wido Paramadini (Institut Teknologi Telkom Purwokerto)
Yohani Setiya Rafika Nur (Institut Teknologi Telkom Purwokerto)



Article Info

Publish Date
12 Sep 2024

Abstract

Bullying in high school is frequent and negatively affects students' psychological well-being. The lack of effective reporting mechanisms makes students hesitant to report bullying cases for fear of their identity being exposed, which can lead to stigma or retaliation. The lack of data on bullying incidents also hampers prevention and intervention measures. The study designed and implemented a mobile application that uses natural language processing (NLP) for speech-to-text conversion, enabling anonymous and convenient reporting of bullying cases. The app ensures the anonymity of whistleblowers and facilitates the collection of accurate data on bullying incidents, helping schools respond with appropriate preventive measures. Software engineering methodologies are used with a focus on requirements analysis, system design, implementation, and application testing. NLP technology is used to interpret verbal instructions into text, with the Support Vector Machine (SVM) method for text classification, ensuring high accuracy in detecting bullying incidents. The trial application in several high schools showed the relevance and effectiveness of the application. Ethical and security considerations are top priorities, with an emphasis on whistleblower identity protection and data security. The test results showed that the application achieved 92% accuracy, 90% precision, and 88% recall, demonstrating its effectiveness in collecting bullying reports anonymously and accurately.

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Journal Info

Abbrev

ecotipe

Publisher

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Engineering

Description

This scientific journal is called Jurnal Ecotipe (Electronic, Control, Telcommunication, Information, and Power Engineering) with clusters of science in the field of Electrical Engineering covering the field of Electronics, Control, Telecommunications, Information/Informatics, and Power Electricity. ...