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Journal : journal of computer science advancements

The Impact of Integrating Internet of Things (IoT) Technology in Learning on Class Management Efficiency Iwan Adhicandra; Fata Nidaul Khasanah; Mas’ud Muhammadiah; Sabri Sabri; Chandra Halim Maharaja
Journal of Computer Science Advancements Vol. 2 No. 3 (2024)
Publisher : Yayasan Adra Karima Hubbi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70177/jsca.v2i3.928

Abstract

Internet of Things (IoT) technology is something that is equipped with sensors and software so that it can send data over a network without human interaction. As a result, the Internet of Things can improve connectivity by connecting many devices via the internet, facilitating human interaction with machines. This research was conducted with the aim of increasing efficiency, reliability and innovation in the teaching and learning process. By using IoT, this research focuses on developing interactive and personalized learning media to increase students' understanding of technology. In addition, this research aims to improve teachers' abilities in using information technology to help students learn to use it. In conducting this research, researchers used quantitative methods in carrying out the research. The data obtained by the researcher was obtained through distributing questionnaires presented by the researcher via a goggle from application. The distribution of this questionnaire is carried out by researchers online, and then the results of the distribution of this questionnaire will be processed using an SPSS application. From this research, researchers can conclude that the integration of Internet of Things (IoT) technology can increase classroom management efficiency. With the help of the Internet of Things (IoT), teachers can monitor and manage classes more efficiently and intelligently by collecting data such as student activity, room temperature, and other information. Thus, IoT allows teachers to make smarter and strategic decisions about classroom management. Based on the results of this research, the impact of integrating IoT technology can provide benefits for teachers and students. Developing digital skills is one of the benefits of integrating IoT technology. By learning how to use Internet of Things technology in learning, teachers can improve their digital skills and increase their ability to use technology to improve the efficiency and quality of education.
INTERPRETATION OF DEEP LEARNING MODELS IN NATURAL LANGUAGE PROCESSING FOR MISINFORMATION DETECTION WITH THE EXPLAINABLE AI (XAI) APPROACH mas'ud muhammadiah; Rashid Rahman; Sun Wei
Journal of Computer Science Advancements Vol. 3 No. 2 (2025)
Publisher : Yayasan Adra Karima Hubbi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70177/jsca.v3i2.2104

Abstract

The increasing spread of misinformation through digital platforms has raised significant concerns about its societal impact, particularly in political, health, and social domains. Deep learning models in Natural Language Processing (NLP) have shown high performance in detecting misinformation, but their lack of interpretability remains a major challenge for trust, transparency, and accountability. As black-box models, they often fail to provide insights into how predictions are made, limiting their acceptance in sensitive real-world applications. This study investigates the integration of Explainable Artificial Intelligence (XAI) techniques to enhance the interpretability of deep learning models used in misinformation detection. The primary objective of this research is to evaluate how different XAI methods can be applied to explain and interpret the decisions of NLP-based misinformation classifiers. A comparative analysis was conducted using state-of-the-art deep learning models such as BERT and LSTM on benchmark datasets, including FakeNewsNet and LIAR. XAI methods including SHAP (SHapley Additive Explanations), LIME (Local Interpretable Model-agnostic Explanations), and attention visualization were applied to analyze model behavior and feature importance. The findings reveal that while deep learning models achieve high accuracy in misinformation detection, XAI methods significantly improve transparency by highlighting influential words and phrases contributing to model decisions. SHAP and LIME proved particularly effective in providing human-understandable explanations, aiding both developers and end-users. In conclusion, incorporating XAI into NLP-based misinformation detection frameworks enhances model interpretability without sacrificing performance, paving the way for more responsible and trustworthy AI deployment in combating online misinformation.
Co-Authors -, Asdar A. Bunga Intang AA Sudharmawan, AA Abdul Wahab Abduloh Abduloh Abdurrohman Muzakki Abraham Manuhutu Aceng Haetami Achmad Naufal Irsyadi Ade Taufan Adriyanto Adriyanto, Adriyanto Ahmad Farrudin Akhmad Ramli Akib, Tahirah Al Ikhlas Amran, Arini Andi Hamsiah Andi Hamsiah Andi Hamsiah Andi Hamsiah Andi Hamsiah Andi Hamsiah Andi Hamzah Fansury Andi Muh Akbar Saputra Andi Saadillah Andi St. Hartina Said Andriyatih, Andriyatih Angreani, Andi Vivit Aprianti, Aprianti Ardhining Westri H Arief, Rimba Arif Bintoro Johan Arifin, Ardian Arifin, Syaadiah Arkam Lahiya Arruan, Paulina Feronika Arsyad, Susalti Nur Arwin Tannuary Asdar Asdar Asmara, Adi Asti Dwiyanti Asti Dwiyanti Asti Dwiyanti Azhariah Rachman Bambang Ismaya Bambang Nugroho Baso, Muniro Baso Bayu Retno Bekti Setiadi Brasie Pradana Sela Bunga Riska Ayu Budi Witjaksana Budirman, Budirman Burhan Burhan Burhan Burhan, Burhan Cakranegara , Pandu Adi Cakranegara, Pandu Adi Catur Budi Susilo Chaeruny, Rachmi Chai, Nong Chandra Halim Maharaja Chandrasari Desianti, Lisa Christian Soleman Imburi Cundra Bahar Daheri, Mirzon Danial, Hendra Pratama Dedek Helida Pitra Defi Irwansyah Denissa Alfiany Luhulima Dessy Putri Wahyuningtyas Devin Mahendika Diah Afrianti Rahayu Dian Heriani Diana Sartika Didi Sudrajat Didik Cahyono Endang Fatmawati Ernianah, Ernianah Ervinna Wahyuni Evi Syarah Fansury, A. Hamzah Fansury, Andi Hamzah Faslur Faslur Faslur, Faslur Fata Nidaul Khasanah Ferdinand Salomo Leuwol Firman Aziz Fitriani, ita Frans Sudirjo Fransisca Debby Christine Fernandez Frisilia Ivon Fryda Fatmayati Fryda Fatmayati Hakiki, Hakiki Hakim, Nur Hamid, Sundari Hamsiah, A. Hamsiah, Andi Hamsiah, Andi Hamsiah, Andi Hamsiah Harizahayu, Harizahayu Harteti Azurah Hasniawaty, Hasniawaty Hasrina Islamiyah Hasriyani Hasriyani Hastuti Hastuti Hatira, Hatira Hawira, Hawira Heriani, Dian Herman . Herman Herman Hermawan, Nanang Hidasia, Muhammad Marsan .S Ian Astarina Mas'ud Idrus Idrus Ifa Safira Ikhlas Ul Aqmal Indra Perdana Indra Perdana Inliati, Inliati Irwansyah, Defi Iwan Adhicandra Iwan Ady Prabowo Iwan Ady Prabowo Jainudin Jainudin, Jainudin Jasiah Jasiah Joni Wilson Sitopu Jumianti, Jumianti Juminah Juminah Jumriah Jumriah Jumriah, Jumriah Kalman, Kalman Khairunnisa Khairunnisa Kraugusteeliana Kraugusteeliana Lapi, Misnawati Laros Tuhuteru Latif, Reni Astuty Lazarus Linarto Lela Susanty Lestari Budianto Linggua Sanjaya Usop Liswandi, Liswandi Lutfin Ahmad Lutfin, Nursamsilis M Badrun Tamam Madaling Madaling Madjid, Syahria Maharani Rauf Mantahir, Mantahir Marhani Marhani Maria Purnama Nduru Markus Palungan Marlen Wariunsora Mas’ud, Ian Astarina Maya Borong Merliana Trince Miftachul Amri Moh. Solehudin Mohammad Ahmad Bani Amer Moza Suzana Much Deiniatur Muh Yusuf Muh. Safar Muhamad Syafii Muhammad Arsyad Muhammad Bakri MUHAMMAD BAKRI Muhammad Darwis MUHAMMAD HASBI Muhammad Ridhwan Muliati Muliati Muliati Muliati, Muliati Muta’allim Muthiah K, Iin Nai, Muh Sahrul Ardika Najamuddin Petta Solong Nanang Hermawan Napat Chai Nawiruddin Nelvia Susmita Nguyen Van Thao Nofirman, Nofirman Nofiyanti M, Nurul Nopianti, Rina Novelti Novia Novia Nuramila Nuramila Nuramila Nuramila Nurdin Nurdin Nurdin Nurdin Nurhamka Nurhamka Nurjihadin, Nurjihadin Nurmadina HS Nurmaya Medopa Nurmiati, Ai Siti Nurniati, Nurniati Pao, Chai Paulina Erawati Paramita Petrus Jacob Pattiasina Prastika Suwandi Tjeng PURBA, IKA ROSENTA Putri Anggita Sijabat Putri, Murdaya Syeila Qalbi, Nur R, Rinovian Rahayu Rahayu Rahayu, Martini Rahayu Rahmaniah, Rahmaniah Rahmat, Rahmat Rahmat, Rahmat, Rahmat, Stephanus Turibius Rashid Rahman Ratna Susanti Rauza Sukma Rita Resky Dewi Nengsih Retnaningsih , Rahayu Rezkiati Rezkiati Ridwin Purba Rimba Arief Rinovian Rais Rissa Megavitry Roma Wijaya Rona Romadhianti Rosmawati Rosmawati Rosmini Rosmini Rosyidi, Muh. Hasyim RR. Ella Evrita Hestiandari Rumangun, Kristiang Sa'odah Saodah Sabri Sabri Saenab, Saenab Safitri, Suci Safitri Samuel PD Anantadjaya Saputra, Nanda Sari, Mike Nurmalia Sarniyati Sarniyati Saryanto Saryanto Sepang, Arruan Siti Fadjarajani Siti Habibah Sitti Saidah Sjeny Liza Souisa Slamet Riyadi Solissa, Everhard Markiano Sri Suparni Sriwahyuni Tohir Tohir St. Muriati Sukmawati Sukmawati Sumarni Rumfot Sun Wei Sunarti Lewang Supendi, Dede Supriadi Supriadi Susilo Surahman Syahria Madjid Syahriah Madjid Syamsul Alam, Syamsul Syamsul Bahri Syamsul Bahri Tahir, Tahir Theresia Elsiandri A. Jon Thrisia Monica Tiok Wijanarko Tira, Fitriani Trisno, Muhamad Tukiyo Udan Kusmawan Ulfah Syam Umul Khasanah Usman, Nurwahidah Wa Ode Desna Sari Wajnah, Wajnah Wardani , Aulia Nurlaili Kusuma Yoga Karmizi Yosaphat Danis Murtiharso Yufrinalis, Marianus Yuniar Sakinah Waliulu Yuniwati , Ika Yustina Retno Wahyu Utami Yustina Retno Wahyu Utami Yuwono, Sapto Zain Ahmad Fauzi Zarkasi Zulham Zulham Zulkifli Zulkifli Zusanti, Zusanti