I received a B.Sc. in Computer Science in 2006 from the University of Basrah, Iraq. Now, I have a master's degree in computer science in the field of Artificial Intelligence at the University of Basrah, Basrah, Iraq.
RESEARCH INTERESTS
my interests are : Artificial Intelligence, machine learning, data mining
Fake accounts detection on social media using stack ensemble system Amna Kadhim Ali, Abdulhussein Mohsin Abdullah International Journal of Electrical and Computer Engineering, 2022 <p>In today’s world, social media has spread widely, and the social life of people have become deeply associated with social media use. They use it to communicate with each other, share events and news, and even run businesses. The huge growth in social media and the massive number of users has lured attackers to distribute harmful content through fake accounts, leading to a large number of people falling victim to those accounts. In this work, we propose a mechanism for identifying fake accounts on the social media site Twitter by using two methods to preprocess data and extract the most effective features, they are the spearman correlation coefficient and the chi-square test. For classification, we used supervised machine learning algorithms based on the ensemble system (stack method) by using random forest, support vector machine, and Naive Bayes algorithms in the first level of the stack, and the logistic regression algorithm as a meta classifier. The stack ensemble system was shown to be effective in achieving the best results when compared to the algorithms used with it, with data accuracy reaching 99%.</p>
RECENT SCHOLAR PUBLICATIONS
Robust and Interpretable Chest X-ray Classification via Diffusion Purification and Concept-Based Adversarial Detection AK Ali Journal of Basrah Research Sciences 51 (2) , 2025 2025.0 Citations: 1
Deep learning based model optimization method for mining high utility patterns in large datasets AA Ghaib, AK Ali, J Alkenani, RM Salih Computer Science On-line Conference, 393-408 , 2025 2025.0 Citations: 1
User-Friendly Interface Attendance System Based on Python Libraries and Deep Learning A Kadhim, JY Mustafa International Journal of Data Science 5 (2), 80-87 , 2024 2024.0 Citations: 2
Impact the classes’ number on the convolutional neural networks performance for image classification AK Ali, AM Abdullah, SF Raheem International Journal of Advanced Science Computing and Engineering 6 (2), 64-69 , 2024 2024.0 Citations: 12
AMPDF: A Hybrid Deep Learning Framework for Multi-Modal Phishing Detection in Cybersecurity AK Ali, AA Ghaib, M Al-atbee, ZA Abduljabbar DOI , 2024 2024.0 Citations: 1
The Effect of Feature Selection Methods in Detecting Malicious Accounts in Social Media SFR Amna Kadhim Ali, Faten Salim Hanoon Journal of Advanced Sciences and Nanotechnology 2 (1), 215–224 , 2023 2023.0 Citations: 1
Fake accounts detection on social media using stack ensemble system AK Ali, AM Abdullah International Journal of Electrical and Computer Engineering (IJECE) 12 (3 … , 2022 2022.0 Citations: 27
Artificial Intelligence-Enhanced Modeling and Optimization of Nanofluids Flows in Advanced Microfluidic Systems FS Hanoon, FA Mohammed, AK Ali
MOST CITED SCHOLAR PUBLICATIONS
Fake accounts detection on social media using stack ensemble system AK Ali, AM Abdullah International Journal of Electrical and Computer Engineering (IJECE) 12 (3 … , 2022 2022.0 Citations: 27
Impact the classes’ number on the convolutional neural networks performance for image classification AK Ali, AM Abdullah, SF Raheem International Journal of Advanced Science Computing and Engineering 6 (2), 64-69 , 2024 2024.0 Citations: 12
User-Friendly Interface Attendance System Based on Python Libraries and Deep Learning A Kadhim, JY Mustafa International Journal of Data Science 5 (2), 80-87 , 2024 2024.0 Citations: 2
Robust and Interpretable Chest X-ray Classification via Diffusion Purification and Concept-Based Adversarial Detection AK Ali Journal of Basrah Research Sciences 51 (2) , 2025 2025.0 Citations: 1
Deep learning based model optimization method for mining high utility patterns in large datasets AA Ghaib, AK Ali, J Alkenani, RM Salih Computer Science On-line Conference, 393-408 , 2025 2025.0 Citations: 1
AMPDF: A Hybrid Deep Learning Framework for Multi-Modal Phishing Detection in Cybersecurity AK Ali, AA Ghaib, M Al-atbee, ZA Abduljabbar DOI , 2024 2024.0 Citations: 1
The Effect of Feature Selection Methods in Detecting Malicious Accounts in Social Media SFR Amna Kadhim Ali, Faten Salim Hanoon Journal of Advanced Sciences and Nanotechnology 2 (1), 215–224 , 2023 2023.0 Citations: 1
Artificial Intelligence-Enhanced Modeling and Optimization of Nanofluids Flows in Advanced Microfluidic Systems FS Hanoon, FA Mohammed, AK Ali