DEVELOPMENT OF USER TRUSWORTHINESS MODEL IN TWITTER AND DEVELOPMENT OF INSTITUT TEKNOLOGI BANDUNG SOCIAL NETWORK ANALYSIS APPLICATION

There are many dangers in trusting misinformation. There's a need to filter trusted and untrusted information to avoid these dangers. One way to trust a piece of information is by checking the trustworthiness of the bearer of the information. Based on this background, a user trustworthiness...

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Main Author: Handayani Sumantri, Isabella
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/74161
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:74161
spelling id-itb.:741612023-06-26T14:19:07ZDEVELOPMENT OF USER TRUSWORTHINESS MODEL IN TWITTER AND DEVELOPMENT OF INSTITUT TEKNOLOGI BANDUNG SOCIAL NETWORK ANALYSIS APPLICATION Handayani Sumantri, Isabella Indonesia Final Project social network analysis, trustworthiness, development. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/74161 There are many dangers in trusting misinformation. There's a need to filter trusted and untrusted information to avoid these dangers. One way to trust a piece of information is by checking the trustworthiness of the bearer of the information. Based on this background, a user trustworthiness model was developed. The SNA ITB application is a social network analysis developed by the SNA ITB team. In this capstone final thesis, some features were added to enhance the application capabilities. Furthermore, bugs and defects found in the application were fixed. User trusworthiness model was built by experimenting on some machine learning architecture combination. Based on the experiment, the model with best performance is the model which use CatBoost algorthim with standard scaling. The model has f1-score of 0.9877. The development of SNA ITB application used FastAPI, Celery, and PostgreSQL in the backend. It also used Vue.JS for the frontend. The result of application development is tested through functional testing, unit testing, and user acceptance testing. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description There are many dangers in trusting misinformation. There's a need to filter trusted and untrusted information to avoid these dangers. One way to trust a piece of information is by checking the trustworthiness of the bearer of the information. Based on this background, a user trustworthiness model was developed. The SNA ITB application is a social network analysis developed by the SNA ITB team. In this capstone final thesis, some features were added to enhance the application capabilities. Furthermore, bugs and defects found in the application were fixed. User trusworthiness model was built by experimenting on some machine learning architecture combination. Based on the experiment, the model with best performance is the model which use CatBoost algorthim with standard scaling. The model has f1-score of 0.9877. The development of SNA ITB application used FastAPI, Celery, and PostgreSQL in the backend. It also used Vue.JS for the frontend. The result of application development is tested through functional testing, unit testing, and user acceptance testing.
format Final Project
author Handayani Sumantri, Isabella
spellingShingle Handayani Sumantri, Isabella
DEVELOPMENT OF USER TRUSWORTHINESS MODEL IN TWITTER AND DEVELOPMENT OF INSTITUT TEKNOLOGI BANDUNG SOCIAL NETWORK ANALYSIS APPLICATION
author_facet Handayani Sumantri, Isabella
author_sort Handayani Sumantri, Isabella
title DEVELOPMENT OF USER TRUSWORTHINESS MODEL IN TWITTER AND DEVELOPMENT OF INSTITUT TEKNOLOGI BANDUNG SOCIAL NETWORK ANALYSIS APPLICATION
title_short DEVELOPMENT OF USER TRUSWORTHINESS MODEL IN TWITTER AND DEVELOPMENT OF INSTITUT TEKNOLOGI BANDUNG SOCIAL NETWORK ANALYSIS APPLICATION
title_full DEVELOPMENT OF USER TRUSWORTHINESS MODEL IN TWITTER AND DEVELOPMENT OF INSTITUT TEKNOLOGI BANDUNG SOCIAL NETWORK ANALYSIS APPLICATION
title_fullStr DEVELOPMENT OF USER TRUSWORTHINESS MODEL IN TWITTER AND DEVELOPMENT OF INSTITUT TEKNOLOGI BANDUNG SOCIAL NETWORK ANALYSIS APPLICATION
title_full_unstemmed DEVELOPMENT OF USER TRUSWORTHINESS MODEL IN TWITTER AND DEVELOPMENT OF INSTITUT TEKNOLOGI BANDUNG SOCIAL NETWORK ANALYSIS APPLICATION
title_sort development of user trusworthiness model in twitter and development of institut teknologi bandung social network analysis application
url https://digilib.itb.ac.id/gdl/view/74161
_version_ 1822993576527659008