{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,27]],"date-time":"2026-04-27T12:23:54Z","timestamp":1777292634222,"version":"3.51.4"},"reference-count":18,"publisher":"IGI Global","issue":"1","license":[{"start":{"date-parts":[[2025,6,29]],"date-time":"2025-06-29T00:00:00Z","timestamp":1751155200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/deed.en_US"},{"start":{"date-parts":[[2025,6,29]],"date-time":"2025-06-29T00:00:00Z","timestamp":1751155200000},"content-version":"am","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/deed.en_US"},{"start":{"date-parts":[[2025,6,29]],"date-time":"2025-06-29T00:00:00Z","timestamp":1751155200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/deed.en_US"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,6,29]]},"abstract":"<p>Phishing and digital arrest attacks pose significant threats to e-commerce security, necessitating advanced AI-driven detection mechanisms. In this context, this study proposed a hybrid deep learning model integrating BERT for feature extraction, Atrous Spatial Pyramid Pooling (ASPP) for multi-scale feature refinement, and a CNN-based classification network. The BERT encoder captures semantic and contextual features, while ASPP enhances spatial hierarchies using dilated convolutions. A CNN classifier with batch normalization and ReLU activation ensures robust classification. Extensive experiments on a Kaggle dataset demonstrate superior performance, achieving 97.81% accuracy, 98% precision, and an AUC of 0.9972, outperforming GRU, LSTM, RNN, and Transformer models.<\/p>","DOI":"10.4018\/ijswis.382475","type":"journal-article","created":{"date-parts":[[2025,6,29]],"date-time":"2025-06-29T02:30:41Z","timestamp":1751164241000},"page":"1-20","source":"Crossref","is-referenced-by-count":1,"title":["AI-Powered Detection of Spear Phishing and Digital Arrest Attacks in E-Commerce"],"prefix":"10.4018","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1366-539X","authenticated-orcid":true,"given":"Vincent Shin-Hung","family":"Pan","sequence":"first","affiliation":[{"name":"Department of Information Management, Chaoyang University of Technology, Taichung, Taiwan"}]},{"given":"Razaz Waheeb","family":"Attar","sequence":"additional","affiliation":[{"name":"Management Department, College of Business Administration, Princess Nourah bint Abdulrahman University, Saudi Arabia"}]},{"given":"Amal Hassan","family":"Alhazmi","sequence":"additional","affiliation":[{"name":"Management Department, College of Business Administration, Princess Nourah Bint Abdulrahman University, Saudi Arabia"}]},{"given":"Ahmed","family":"Alhazmi","sequence":"additional","affiliation":[{"name":"Department of Cybersecurity, Umm Al-Qura University, Makkah, Saudi Arabia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7549-4429","authenticated-orcid":true,"given":"Varsha","family":"Arya","sequence":"additional","affiliation":[{"name":"Hong Kong Metropolitan University, China & Center for Interdisciplinary Research, University of Petroleum and Energy Studies (UPES), Dehradun, India, & UCRD, Chandigarh University, Chandigarh, India"}]},{"given":"Ching-Hsien","family":"Hsu","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Information Engineering, Asia University, Taiwan"}]},{"given":"Ahmed","family":"Alhomoud","sequence":"additional","affiliation":[{"name":"Department of Computer Science, College of Science, Northern Border University, Arar, Saudi Arabia"}]}],"member":"2432","reference":[{"key":"IJSWIS.382475-0","doi-asserted-by":"publisher","DOI":"10.1109\/CNS59707.2023.10289040"},{"key":"IJSWIS.382475-1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3312152"},{"key":"IJSWIS.382475-2","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3376578"},{"key":"IJSWIS.382475-3","doi-asserted-by":"publisher","DOI":"10.1108\/JEIM-01-2020-0036"},{"key":"IJSWIS.382475-4","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2023.0140571"},{"key":"IJSWIS.382475-5","doi-asserted-by":"publisher","DOI":"10.35940\/ijrte.B2646.078219"},{"key":"IJSWIS.382475-6","unstructured":"Barua, K. (2024). Digital arrest in 2024: How much hyderabad, karnataka and other states loses, check here. 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