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4th ISAMSR 2021: Batu Pahat, Malaysia
- 4th International Symposium on Agents, Multi-Agent Systems and Robotics, ISAMSR 2021, Batu Pahat, Malaysia, September 6-8, 2021. IEEE 2021, ISBN 978-1-6654-3632-8

- Harold Japok Anak Undit, Mohd. Fadzil Hassan

, Zalhan Mohd Zin:
Vision-Based Unmarked Road Detection with Semantic Segmentation using Mask R-CNN for Lane Departure Warning System. 1-6 - Husna Sarirah Husin, Shahrinaz Ismail

:
Agent-mediated Recommender System with Detect-Determine-Direct Model for News Website. 7-12 - Shahrinaz Ismail

, Hazwan Mazuki, Husna Sarirah Husin:
Agent-mediation in RADT Framework for Self-Quarantine Monitoring. 13-19 - Farahwahida Mohd, Nor Izzatul Elanie Mustafah:

"Hello, Dr": A Heatlhcare Mobile Application. 20-23 - Antor Mahamudul Hashan

, Ebenezer Agbozo
, Adnan Adhab K. Al-Saeedi, Srishti Saha, Abdullah Haidari
, Mohammad Naser Fazel Rabi
:
Brain Tumor Detection in MRI Images Using Image Processing Techniques. 24-28 - Mohammed Saeed Jawad, Hairulnizam Mahdin, Nayef Abdulwahab Mohammed Alduais, Mohammed Hlayel, Salama A. Mostafa

, Mohd Helmy Abd Wahab:
Recent and Future Innovative Artificial Intelligence Services and Fields. 29-32 - Mohammed Hlayel, Mohammed Saeed Jawad, Hairulnizam Mahdin, Salama A. Mostafa

, Nayef Abdulwahab Mohammed Alduais, Mohd Helmy Abd Wahab:
Industrial Digital Twins Powered by Artificial Intelligence Solutions for Enhanced Product Life-Cycle Development. 33-38 - Thoong Chun Onn, Nayef Abdulwahab Mohammed Alduais, Jiwa Abdullah, Abdul-Malik H. Y. Saad

, Azizul Azhar Ramli, Hairulnizam Mahdin, Shahreen Kasim, Aida Mustapha, Salama A. Mostafa
, Mohammed Saeed Jawad, Waheed Ali H. M. Ghanem, Antar S. H. Abdul-Qawy
:
IoT-Based Contactless Body Temperature Scanning System for a Smart and Safe Campus. 39-44 - Kamil Audah Kareem, Walaa Hussein Ali:

Implementation of Washing Machine System Via Utilization of Fuzzy Logic Algorithms. 45-50 - Shafiza Ariffin Kashinath, Salama A. Mostafa

, Aida Mustapha, David Lim, Mohd Farhan Md Fudzee, Shahrinaz Ismail
:
Exploring the Role of Agent and Multi-Agent in Data Fusion Systems. 51-58 - Mohammed Ahmed Jubair

, Salama A. Mostafa
, Aida Mustapha, Mustafa Hamid Hassan, Mohamad Aizi Salamat, Mohammed Saeed Jawad:
Exploring the Role of Multi-Agent Systems in Improving K-Means Clustering Method. 59-63 - Bashar Ahmed Khalaf, Nafea Ali Majeed Alhammadi, Salama A. Mostafa

, Azizul Azhar Ramli, Hairulnizam Mahdin, Shahreen Kasim, Nayef Abdulwahab Mohammed Alduais, Mohammed Saeed Jawad:
Development of a Multi-Agent Approach for a Smart Library Management System. 64-69 - Md. Mahmudul Kabir Peyal

, Anirudha Barman
, Tashfia Tahiat
, Quazi Md. Ahnaf Ul Haque, Anindya Bal, Sharif Ahmed:
IoT Based Cost Effective Car Parking Management for Urban Area. 70-75 - Shihab Hamad Khaleefah

, Salama A. Mostafa
, Aida Mustapha, Rozanawati Darman
, Mohammad Faidzul Nasrudin, Shahrinaz Ismail
:
Exploring the Roles of Agents and Multi-Agent in Image Feature Extraction. 76-83 - Fumito Uwano:

A Cooperative Learning Method for Multi-Agent System with Different Input Resolutions. 84-90 - Mohammed Ahmed Jubair

, Abdullah I. M. Alabdullah
, Salama A. Mostafa
, Aida Mustapha, Mustafa Hamid Hassan, Saraswathy Shamini Gunasekaran
:
Exploring the Roles of Agents and Multi-Agent in Improving Mobile Ad Hoc Networks. 91-95 - Adi Aiman Bin Ramlan, Azliza Mohd Ali, Nurzeatul Hamimah Abdul Hamid, Rozianawaty Osman:

The Implementation of Reinforcement Learning Algorithm for AI Bot in Fighting Video Game. 96-100 - Mohd Hasril Amiruddin, Sri Sumarwati, Nizamuddin Razali, Nurhanim Saadah Abdullah, Mohamad Rosalhafis Rosly:

Development and functionality of a basic prototype: robotic welding automation. 101-105 - Sim Yee Wai, Wai Shiang Cheah, Sim Keng Wai, Muhammad Asyraf bin Khairuddin:

Towards Software Engineering Perspective for BDI Agent. 106-110 - Muhammad Yunus Iqbal Basheer

, Azliza Mohd Ali, Nurzeatul Hamimah Abdul Hamid, Muhammad Azizi Mohd Ariffin
, Rozianawaty Osman, Sharifalillah Nordin:
Detecting Anomaly in IoT Devices using Multi-Threaded Autonomous Anomaly Detection. 111-118 - Nurhanim Saadah Abdullah, Khairul Anuar Abdul Rahman

, Sri Sumarwati, Mohd Hasril Amiruddin, Mohd Ismail, Abd Aziz, Nor Ellya Shahirah Hassan:
Programmable Logic Controller (PLC) Automation Control Learning Kit Programmed: Using The CX-Programmer Software. 119-123 - Yim Ling Loo

, Azhana Ahmad, Aida Mustapha, Salama A. Mostafa
:
A Self-Adaptive Agent-Based Dynamic Processes Simulation Modelling Framework. 124-129 - Michal Lemiec, Karol Malinowski, Mateusz Szymonski, Maria Ganzha, Marcin Paprzycki:

Agent-based modelling of car platooning for traffic optimization. 130-137 - Elvin Nur Furqon

, Burhanuddin Dirgantoro, Casi Setianingsih:
Predict Buy and Sell Time for Stock Price Using Convolutional Neural Network and Long Short-Term Memory. 138-143 - Dony Tontiardo, Burhanuddin Dirgantoro, Casi Setianingsih, Herdyan Loberto:

Design and Implementation of Computer-Based Aptitude Test for Computer Engineering with Fuzzy Algorithm. 144-149 - Adli Farhan Ibrahim, Sena Pahlevi Ristiawanto, Casi Setianingsih, Budhi Irawan:

Micro-Expression Recognition Using VGG19 Convolutional Neural Network Architecture And Random Forest. 150-156 - Farooq Sijal Shaqwi, Lukman Audah, Mustafa Hamid Hassan, Mohammed Ahmed Jubair

, Mohd Helmy Abd Wahab, Salama A. Mostafa
:
A Concise Review of Deep Learning Deployment in 3D Computer Vision Systems. 157-160

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