Research on Heteregeneous Data for Recognizing Threat. - Deris Stiawan; Abdul Hanan Abdullah; Mohammad Yazid Bin Idris (ICSOFT (1), 2011)

Penetration Testing and Network Auditing: Linux. - Deris Stiawan; Mohammad Yazid Bin Idris; Abdul Hanan Abdullah (J. Inf. Process. Syst., 2015)

Penetration Testing and Mitigation of Vulnerabilities Windows Server. - Deris Stiawan; Mohd Yazid Idris; Abdul Hanan Abdullah; Mohammed AlQurashi; Rahmat Budiarto (Int. J. Netw. Secur., 2016)

Cyber-Attack Penetration Test and Vulnerability Analysis. - Deris Stiawan; Mohd Yazid Idris; Abdul Hanan Abdullah; Fahad Aljaber; Rahmat Budiarto (Int. J. Online Eng., 2017)

Behavior Pattern Recognition of Game Dragon Nest Using Bloom Filter Method. - Deris Stiawan; Diky Aryandi; Ahmad Heryanto; Tri Wanda Septian; Farkhana Binti Muchtar; Mohd Yazid Idris; Rahmat Budiarto (Int. J. Commun. Networks Inf. Secur., 2019)

TCP FIN Flood Attack Pattern Recognition on Internet of Things with Rule Based Signature Analysis. - Deris Stiawan; Dimas Wahyudi; Ahmad Heryanto; Samsuryadi Samsuryadi; Mohd Yazid Idris; Farkhana Binti Muchtar; Mohammed Abdullah Alzahrani; Rahmat Budiarto (Int. J. Online Biomed. Eng., 2019)

Investigating Brute Force Attack Patterns in IoT Network. - Deris Stiawan; Mohd Yazid Idris; Reza Firsandaya Malik; Siti Nurmaini; Nizar Alsharif; Rahmat Budiarto (J. Electr. Comput. Eng., 2019)

CICIDS-2017 Dataset Feature Analysis With Information Gain for Anomaly Detection. - Kurniabudi; Deris Stiawan; Darmawijoyo; Mohammad Yazid Bin Idris; Alwi M. Bamhdi; Rahmat Budiarto (IEEE Access, 2020)

An Approach for Optimizing Ensemble Intrusion Detection Systems. - Deris Stiawan; Ahmad Heryanto; Ali Bardadi; Dian Palupi Rini; Imam Much Ibnu Subroto; Kurniabudi; Mohammad Yazid Bin Idris; Abdul Hanan Abdullah; Bedine Kerim; Rahmat Budiarto (IEEE Access, 2021)

Ping Flood Attack Pattern Recognition Using a K-Means Algorithm in an Internet of Things (IoT) Network. - Deris Stiawan; Meilinda Eka Suryani; Susanto; Mohd Yazid Idris; Muawya N. Aldalaien; Nizar Alsharif; Rahmat Budiarto (IEEE Access, 2021)

Attack classification of an intrusion detection system using deep learning and hyperparameter optimization. - Yesi Novaria Kunang; Siti Nurmaini; Deris Stiawan; Bhakti Yudho Suprapto (J. Inf. Secur. Appl., 2021)

Ransomware Detection Based On Opcode Behavior Using K-Nearest Neighbors Algorithm. - Deris Stiawan; Somame Morianus Daely; Ahmad Heryanto; Nurul Afifah; Mohd Yazid Idris; Rahmat Budiarto (Inf. Technol. Control., 2021)

Improvement of attack detection performance on the internet of things with PSO-search and random forest. - Kurniabudi; Deris Stiawan; Darmawijoyo; Mohammad Yazid Bin Idris; Defit Sarjon; Yaya Sudarya Triana; Rahmat Budiarto (J. Comput. Sci., 2022)

An Improved LSTM-PCA Ensemble Classifier for SQL Injection and XSS Attack Detection. - Deris Stiawan; Ali Bardadi; Nurul Afifah; Lisa Melinda; Ahmad Heryanto; Tri Wanda Septian; Mohd Yazid Idris; Imam Much Ibnu Subroto; Lukman; Rahmat Budiarto (Comput. Syst. Sci. Eng., 2023)

IoT botnet attack detection using deep autoencoder and artificial neural networks. - Deris Stiawan; Susanto; Abdi Bimantara; Mohd Yazid Idris; Rahmat Budiarto (KSII Trans. Internet Inf. Syst., 2023)

A Novel Dataset for Experimentation With Intrusion Detection Systems in SCADA Networks Using IEC 60870-5-104 Standard. - M. Agus Syamsul Arifin; Deris Stiawan; Bhakti Yudho Suprapto; Susanto; Tasmi Salim; Mohd Yazid Idris; Mohamed Shenify; Rahmat Budiarto (IEEE Access, 2024)

An end-to-end intrusion detection system with IoT dataset using deep learning with unsupervised feature extraction. - Yesi Novaria Kunang; Siti Nurmaini; Deris Stiawan; Bhakti Yudho Suprapto (Int. J. Inf. Sec., 2024)

Oversampling and undersampling for intrusion detection system in the supervisory control and data acquisition IEC 60870-5-104. - M. Agus Syamsul Arifin; Deris Stiawan; Bhakti Yudho Suprapto; Susanto; Tasmi Salim; Mohd Yazid Idris; Rahmat Budiarto (IET Cyper-Phys. Syst.: Theory & Appl., 2024)

A Robust and Efficient Machine Learning Framework for Enhancing Early Detection of Android Malware. - Fandi Kurniawan; Deris Stiawan; Darius Antoni; Mohd Yazid Idris; Rahmat Budiarto (IEEE Access, 2025)

Enhanced Intrusion Detection in IoT Smart Homes: Leveraging Binary and Multi-Class Classification Models. - Zulhipni Reno Saputra Elsi; Deris Stiawan; Bhakti Yudho Suprapto; M. Agus Syamsul Arifin; Mohd Yazid Idris; Rahmat Budiarto (Int. J. Online Biomed. Eng., 2025)