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Customer churn prediction in telecommunication industry using machine learning models

DOI : 10.65136/jati.v5i1.239
Laiba Nadeem (1), Chandra Reka Ramachandran (2), Mandava Rajeswari (3)
(1) School of Computing Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(2) School of Computing Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(3) School of Computing Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia
Abstract : 187
PDF : 147

Explainable AI-Driven Bangla News Classification: Comparative Study of ML and DL Approaches

DOI : 10.65136/jati.v10i1.325
Jahangir Hussen (1), MST. Najnin Akter Emu (2), MD Yusuf Mia (3), Md Sifat Mahmud (4), Md Mazharul Haque Emon (5), Rakib Chowdhury (6)
(1) Sonargaon University (SU), Bangladesh ,
(2) Sonargaon University (SU), Bangladesh ,
(3) Sonargaon University (SU), Bangladesh ,
(4) Sonargaon University (SU), Bangladesh ,
(5) Sonargaon University (SU), Bangladesh ,
(6) Sonargaon University (SU), Bangladesh
23-44
Abstract : 406
PDF : 1710

Establishing a regression baseline for predicting satellite motion

DOI : 10.65136/jati.v5i1.202
Ismail Esack Dawoodjee (1), Mandava Rajeswari (2)
(1) School of Computing Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(2) School of Computing Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia
Abstract : 138
PDF : 150

Comparative Analysis of Neural Network Architectures: CNNs, RNNs, and Transformers in Real-World Applications

DOI : 10.65136/jati.v10i1.320
Manish Raut (1), Yogesh B. Gurav (2), Aditya Namdev Ghodke (3)
(1) MCA, Dr. D. Y. Patil Technical Campus, Varale, Pune, India ,
(2) Engineering, Dr. D. Y. Patil Technical Campus, Varale, Pune, India ,
(3) MCA, Dr. D. Y. Patil Technical Campus, Varale, Pune, India
103-112
Abstract : 438
PDF : 538

MNIST handwritten digit recognition with different CNN architectures

DOI : 10.65136/jati.v5i1.195
Lead Ming Seng (1), Brennan Bang Chen Chiang (2), Zailan Arabee Abdul Salam (3), Gwo Yih Tan (4), Hui Tong Chai (5)
(1) School of Computing Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(2) School of Computing Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(3) School of Computing Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(4) School of Computing Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(5) School of Computing Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia
Abstract : 274
PDF : 357

Review of Network Intrusion Systems Evaluated on NSL-KDD and CIC-IDS2017 Datasets

DOI : 10.65136/jati.v7i1.107
Intan Tahira Binti Zamri (1), Julia Juremi (2)
(1) School of Computing Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(2) School of Computing Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia
Abstract : 232
PDF : 166

An interactive control using 3D models

DOI : 10.65136/jati.v5i1.204
Muhammad Danial Lee (1), Chandrasekharan Nataraj (2), Suresh Gobee (3)
(1) School of Engineering Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(2) School of Engineering Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(3) School of Engineering Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia
Abstract : 114
PDF : 204

Loan Default Prediction using Machine Learning: A Review on the techniques

DOI : 10.65136/jati.v8i1.67
Mafas Raheem (1), Swee Hong Wong (2)
(1) Asia Pacific University of Technology & Innovation Kuala Lumpur, Malaysia ,
(2) Asia Pacific University of Technology & Innovation Kuala Lumpur, Malaysia
1-6
Abstract : 272
PDF : 210

Dengue disease prediction using machine learning algorithms: a review

DOI : 10.65136/jati.v5i1.242
Tiu Kian Siang (1), Chandra Reka Ramachandran (2), Dr. Fatemeh Meskaran (3)
(1) School of Computing Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(2) School of Computing Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(3) School of Computing Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia
Abstract : 232
PDF : 214

Systematic Review of Customer Churn Prediction in the Telecom

DOI : 10.65136/jati.v2i1.298
Kamya Eria (1), Booma Poolan Marikannan (2)
(1) Faculty of Computing, Engineering & Technology, Asia Pacific University of Technology & Innovation, 57000 Kuala Lumpur, Malaysia ,
(2) Faculty of Computing, Engineering & Technology, Asia Pacific University of Technology & Innovation, 57000 Kuala Lumpur, Malaysia
Abstract : 189
PDF : 156

Enhancing Neural Network Models for MNIST Digit Recognition

DOI : 10.65136/jati.v9i3.32
Vinnie Teh (1), Jason Chin Yun Loong (2), Edward Ding Hong Wai (3), Liew Jie Yang (4), Chew Jin Cheng (5), Zailan Arabee Abdul Salam (6)
(1) School of Computing, Asia Pacific University of Technology & Innovation, Kuala Lumpur, Malaysia ,
(2) School of Computing, Asia Pacific University of Technology & Innovation, Kuala Lumpur, Malaysia ,
(3) School of Computing, Asia Pacific University of Technology & Innovation, Kuala Lumpur, Malaysia ,
(4) School of Computing, Asia Pacific University of Technology & Innovation, Kuala Lumpur, Malaysia ,
(5) School of Computing, Asia Pacific University of Technology & Innovation, Kuala Lumpur, Malaysia ,
(6) School of Computing, Asia Pacific University of Technology & Innovation, Kuala Lumpur, Malaysia
61-69
Abstract : 187
PDF : 2479

Statistical Analysis of the Impact of Mindfulness Training on Academic Performance of Students with Special Needs A Case Study of Ghana Communication Technology University

DOI : 10.65136/jati.v9i4.36
Florence Akua Mensah (1), Emmanuel Kwame Mensah (2)
(1) Department of Special Education, Faculty of Behaviour Science, University of Education, Winneba, Ghana ,
(2) Department of Mathematics and Statistics, Faculty of Engineering, Ghana Communication Technology University, Accra, Ghana
74-83
Abstract : 490
PDF : 243
Artificial Intelligence-Based Detection of Brain Tumor with MRI Dataset

State-of-the-Art Review and Future Directions in Artificial Intelligence-Based Detection of Brain Tumors Using MRI Datasets

DOI : 10.65136/jati.v9i4.35
Kohinur Parvin (1), Mohammad Rashed Hasan Polas (2), Onome Bendalene Irikefe (3)
(1) Department of Computer Science and Engineering, Netrokona University, Netrokona, Bangladesh ,
(2) Department of Business Administration, Sonargaon University, Dhaka, Bangladesh ,
(3) School of Medicine, St. George’s University, University Centre, Grenada, West Indies, Grenada
53-73
Abstract : 1253
PDF : 337

Ubiquitous Computing for Enhanced Public Safety in Malaysia

DOI : 10.65136/jati.v8i4.96
Gary Foo Ce Yi (1), Kamalanathan Shanmugam (2), Muhammad Ehsan Rana (3), Naresh Kumar Appadurai (4), Joshua Samual (5), Yogeswaran Nathan (6)
(1) Asia Pacific University of Technology and Innovation Technology Park Malaysia, Bukit Jalil Kuala Lumpur, Malaysia ,
(2) Asia Pacific University of Technology and Innovation Technology Park Malaysia, Bukit Jalil Kuala Lumpur, Malaysia ,
(3) Asia Pacific University of Technology and Innovation Technology Park Malaysia, Bukit Jalil Kuala Lumpur, Malaysia ,
(4) Asia Pacific University of Technology and Innovation Technology Park Malaysia, Bukit Jalil Kuala Lumpur, Malaysia ,
(5) Asia Pacific University of Technology and Innovation Technology Park Malaysia, Bukit Jalil Kuala Lumpur, Malaysia ,
(6) Asia Pacific University of Technology and Innovation Technology Park Malaysia, Bukit Jalil Kuala Lumpur, Malaysia
14-21
Abstract : 180
PDF : 162

Integrating Machine Learning and Deep Learning for Enhanced Soil Fertility Prediction and Crop Recommendation in Precision Agriculture

DOI : 10.65136/jati.v8i3.91
Ling Siew Win (1), Aryssa Goh May Lynn (2), Hussain Moizbhai Halderwala (3), Jinendra Muraly (4), Adeline Sneha John Chrisastum (5), Juhairi Aris Muhamad Shuhili (6)
(1) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(2) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(3) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(4) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(5) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(6) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia
66-70
Abstract : 166
PDF : 124

Sign language recognition based on CNN with optimized activation function

DOI : 10.65136/jati.v8i1.57
Wen Han Lee (1), Jia Ling Tan (2), Zailan Arabee Abdul Salam (3), Huey Ying Teoh (4), Qin Jun Lee (5), Lai Tzi Syuen Suzanne (6)
(1) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(2) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(3) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(4) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(5) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(6) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia
9-14
Abstract : 163
PDF : 155

Enhancing Neural Network Models for MNIST Digit Recognition

DOI : 10.65136/jati.v8i1.58
Vinnie Teh (1), Edward Ding Hong Wai (2), Chew Jin Cheng (3), Jason Chin Yun Loong (4), Liew Jie Yang (5), Zailan Arabee bin Abdul Salam (6)
(1) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(2) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(3) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(4) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(5) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia ,
(6) Asia Pacific University of Technology & Innovation (APU) Kuala Lumpur, Malaysia
15-20
Abstract : 191
PDF : 171

Computational Fluid Dynamics Simulation of Malaysian Waxy Crude Oil-water Two-phase Flow Based on Contact Angle in Horizontal Pipe

DOI : 10.65136/jati.v8i1.64
Geerbasini Elangovan (1), Muhammad Syahmi Mokhtar Yazid (2), Juhairi Aris Bin Muhamad Shuhili (3), Rosli Yusop (4), Lee Jang Hyun (5), Adeline Sneha John Chrisastum (6), Muhammad Adidinizar Zia Ahmad Kusairee (7)
(1) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(2) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(3) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(4) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(5) Universiti Teknologi PETRONAS Perak Darul Ridzuan, Malaysia ,
(6) Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(7) Universiti Teknologi Mara Perak Branch Tapah Campus, Malaysia Perak Darul Ridzuan, Malaysia
45-52
Abstract : 175
PDF : 166

Machine vision analysis of harvested forestry sites using high resolution UAV data

DOI : 10.65136/jati.v5i1.205
Rayan Khaled Alsharif (1), Chandrasekharan Nataraj (2), Rosli Bin Yusop (3)
(1) School of Engineering Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(2) School of Engineering Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(3) School of Engineering Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia
Abstract : 116
PDF : 149

Bangla Suicidal Ideation Detection: Performance and Efficiency Benchmark of Simple and Complex Classifiers on Social Media Data

DOI : 10.65136/jati.v9i1.27
Jahangir Hussen (1), Mohammad Rashed Hasan Polas (2), MD Yusuf Mia (3), Mst Kohily (4), Shahariar Halim (5), Imran Hossen (6)
(1) Department of Computer Science and Engineering, Sonargaon University (SU), Dhaka, Bangladesh, Bangladesh ,
(2) Department of Business Administration, Sonargaon University (SU), Dhaka, Bangladesh ,
(3) Department of Computer Science and Engineering, Sonargaon University (SU), Dhaka, Bangladesh ,
(4) Department of Computer Science and Engineering, Sonargaon University (SU), Dhaka, Bangladesh ,
(5) Department of Computer Science and Engineering, Sonargaon University (SU), Dhaka, Bangladesh ,
(6) Department of Computer Science and Engineering, Sonargaon University (SU), Dhaka, Bangladesh
29-50
Abstract : 309
PDF : 218

Applying Blockchain Technology to Secure Dataset Used for Data Analytics

DOI : 10.65136/jati.v4i1.250
Chi Keong Lo (1), Nowshath K Batcha (2), Raheem Mafas (3)
(1) School of Computing and Technology Asia Pacific University of Technology & Innovation, Malaysia ,
(2) School of Computing and Technology Asia Pacific University of Technology & Innovation, Malaysia ,
(3) School of Computing and Technology Asia Pacific University of Technology & Innovation, Malaysia
Abstract : 144
PDF : 128

Sentiment Analysis of tweets using Supervised Machine Learning

DOI : 10.65136/jati.v3i1.289
Talal Najam (1), Kadhar Batcha Nowshath (2), Vazeerudeen (3)
(1) Asia Pacific University, Malaysia ,
(2) Asia Pacific University, Malaysia ,
(3) Asia Pacific University, Malaysia
Abstract : 109
PDF : 132

Towards Inclusive Cybersecurity Learning: A Novice-Friendly Capture-the-Flag Onboarding Platform

DOI : 10.65136/jati.v7i1.147
Lik Ken Chen (1), Mohd Hanis Jenalis (2), Julia Juremi (3)
(1) Forensics and Cyber Security Research Centre Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(2) School of Technology Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia ,
(3) Forensics and Cyber Security Research Centre Asia Pacific University of Technology and Innovation (APU) Kuala Lumpur, Malaysia
Abstract : 193
PDF : 347

A Machine Learning Approach for Face Mask Detection System with AdamW Optimizer

DOI : 10.65136/jati.v7i1.131
Leong Kah Meng (1), Ho Hooi Yi (2), Ng Bo Wei (3), Lim Jia Xin (4), Zailan Arabee Abdul Salam (5)
(1) School of computing Asia Pacific Univeristy of Technology and Innovation Kuala Lumpur, Malaysia ,
(2) School of computing Asia Pacific Univeristy of Technology and Innovation Kuala Lumpur, Malaysia ,
(3) School of computing Asia Pacific Univeristy of Technology and Innovation Kuala Lumpur, Malaysia ,
(4) School of computing Asia Pacific Univeristy of Technology and Innovation Kuala Lumpur, Malaysia ,
(5) School of computing Asia Pacific Univeristy of Technology and Innovation Kuala Lumpur, Malaysia
Abstract : 564
PDF : 492

The Impact of Instagram Marketing on Sale in the Fashion Industry

DOI : 10.65136/jati.v7i1.121
Rachel Yi Shan Tang (1), Mafas Raheem (2)
(1) School of Computing Asia Pacific University of Technology and innovation (APU) Kuala Lumpur, Malaysia ,
(2) School of Computing Asia Pacific University of Technology and innovation (APU) Kuala Lumpur, Malaysia
Abstract : 487
PDF : 290
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