Biag, Christian Kelly A. <br/><br/>
Development of alguard website fake news detector using nlp, lime and cnn-rnn algorithms/ 
Christian Kelly A. Biag, Mark Jason R. Tabiliran, Lance Nathan B. Tubeo, Merham John H. Ungad, and Benjie D. Vega.-- 
 - Manila:  Technological University of the Philippines,  2025. 
 - xii, 127pages:  29cm. 
<br/><br/> Bachelor's thesis 
<br/><br/>College of Industrial Technology.-- 
<br/><br/>Includes bibliographic references and index. 
<br/><br/> The study ALGUARD: A Website Fake News Detector using NLP, LIME, CNN-RNN, is made to<br/>determine the facts of local online outlets' fake news sources in the Philippines. The goal of this<br/>study is to classify and disseminate counterfeit news that is shared on the nation's internet media<br/>platforms. and give relevant and accurate analysis on the news. The URL is copied to the scanner<br/>sensor QR codes that analyzes the percentage of accuracy of the given news based on the<br/>keywords compared with the original and fake news. The sixty percent result must be achieved in<br/>the comparison of URLs to the local news sources to identify whether the URL article is authentic<br/>or not. The algorithms used are Natural Language Processing (NLP), Local Interpretable<br/>Model-agnostic Explanations (LIME), and a Convolutional Neural Network-Recurrent Neural<br/>Network (CNN-RNN). The study makes use of an agile development methodology and<br/>incorporates iterative testing and enhancements. The system performance was tested F1 scoring,<br/>and user feedback from social media users and journalists. There were 30 respondents who were<br/>composed of different internet users . The ISO/IEC 25002:2024 instrument of evaluation was<br/>used to assess the performance of the ALGUARD system and obtained an overall mean 4.37<br/>which is described as “Very Satisfactory”. This defines the developed system’s capability to<br/>detect fake news. This study supports UN-SDG 16 by promoting access to reliable information<br/>and protecting media integrity and freedom. UN-SDG 12 helps promote the responsible<br/>consumption of fake news on online platforms, reducing fake news articles from spreading<br/>online. UN-SDG 11 helps create a safe and reliable internet community through safe and<br/>authentic news coverage in the Philippines. 
<br/><br/><label>Subjects--Topical Terms: </label><br/>Alguard<br/>Natural language processing (nlp)<br/>Local interpretable
<br/><br/><label>LC Class. No.: </label>BTH QA 76.9   / B53 2025