Reproducing ATT&CK Techniques and Lifecycles to Train Machine Learning Classifier.

Didik Sudyana

Fietyata Yudha Ying-Dar Lin Yuan-Cheng Lai Didik Sudyana Ren-Hung Hwang Reproducing ATT&CK Techniques and Lifecycles to Train Machine Learning Classifier. 288-296 2025 November 39 IEEE Netw. 6 https://doi.org/10.1109/MNET.2025.3551333 db/journals/network/network39.html#YudhaLLSH25 streams/journals/network

Ren-Hung Hwang Tsai-Ying Chou Jia-You Lin Didik Sudyana Yuan-Cheng Lai Ying-Dar Lin Optimal Resource Allocation for AIoT as a Service Under Various Service Scenarios and Architectures. 1420-1436 2025 April 22 IEEE Trans. Netw. Serv. Manag. 2 https://doi.org/10.1109/TNSM.2024.3503575 db/journals/tnsm/tnsm22.html#HwangCLSLL25 streams/journals/tnsm

Ying-Dar Lin Yin-Tao Ling Yuan-Cheng Lai Didik Sudyana Reinforcement Learning for AI as a Service: CPU-GPU Task Scheduling for Preprocessing, Training, and Inference Tasks. 3433-3448 2025 August 22 IEEE Trans. Netw. Serv. Manag. 4 https://doi.org/10.1109/TNSM.2025.3564480 db/journals/tnsm/tnsm22.html#LinLLS25 streams/journals/tnsm

Didik Sudyana Yuan-Cheng Lai Ying-Dar Lin Piotr Cholda ML-Based Intrusion Detection as a Service: Traffic Split Offloading and Cost Allocation in a Multi-Tier Architecture. 1557-1572 2025 May - June 18 IEEE Trans. Serv. Comput. 3 https://doi.org/10.1109/TSC.2025.3563680 db/journals/tsc/tsc18.html#SudyanaLLC25 streams/journals/tsc

Ying-Dar Lin Shin-Yi Yang Didik Sudyana Fietyata Yudha Yuan-Cheng Lai Ren-Hung Hwang Two-stage multi-datasource machine learning for attack technique and lifecycle detection. 103859 2024 142 Comput. Secur. https://doi.org/10.1016/j.cose.2024.103859 db/journals/compsec/compsec142.html#LinYSYLH24 streams/journals/compsec

Ying-Dar Lin Hao-Xuan Huang Didik Sudyana Yuan-Cheng Lai AI for AI-based intrusion detection as a service: Reinforcement learning to configure models, tasks, and capacities. 103936 2024 229 J. Netw. Comput. Appl. https://doi.org/10.1016/j.jnca.2024.103936 db/journals/jnca/jnca229.html#LinHSL24

Ying-Dar Lin Yuan-Cheng Lai Didik Sudyana Ren-Hung Hwang Artificial Intelligence for Internet of Things as a Service: Small or Big Data, Private or Public Model, Centralized or Federated Learning? 65-79 2023 December 56 Computer 12 https://doi.org/10.1109/MC.2023.3303370 db/journals/computer/computer56.html#LinLSH23

Yuan-Cheng Lai Didik Sudyana Ying-Dar Lin Miel Verkerken Laurens D'hooge Tim Wauters Bruno Volckaert Filip De Turck Task Assignment and Capacity Allocation for ML-Based Intrusion Detection as a Service in a Multi-Tier Architecture. 672-683 2023 March 20 IEEE Trans. Netw. Serv. Manag. 1 https://doi.org/10.1109/TNSM.2022.3203427 db/journals/tnsm/tnsm20.html#LaiSLVDWVT23

Miel Verkerken Laurens D'hooge Didik Sudyana Ying-Dar Lin Tim Wauters Bruno Volckaert Filip De Turck A Novel Multi-Stage Approach for Hierarchical Intrusion Detection. 3915-3929 2023 September 20 IEEE Trans. Netw. Serv. Manag. 3 https://doi.org/10.1109/TNSM.2023.3259474 db/journals/tnsm/tnsm20.html#VerkerkenDSLWVT23

Ying-Dar Lin Jehoshua-Hanky Pratama Didik Sudyana Yuan-Cheng Lai Ren-Hung Hwang Po-Ching Lin Hsuan-Yu Lin Wei-Bin Lee Chen-Kuo Chiang ELAT: Ensemble Learning with Adversarial Training in defending against evaded intrusions. 103348 2022 71 J. Inf. Secur. Appl. https://doi.org/10.1016/j.jisa.2022.103348 db/journals/istr/istr71.html#LinPSLHLLLC22

Yuan-Cheng Lai Didik Sudyana Ying-Dar Lin Miel Verkerken Laurens D'hooge Tim Wauters Bruno Volckaert Filip De Turck Machine learning based intrusion detection as a service: task assignment and capacity allocation in a multi-tier architecture. 27:1-27:6 2021 UCC Companion https://doi.org/10.1145/3492323.3495613 conf/ucc/2021c db/conf/ucc/ucc2021c.html#LaiSLVDWVT21 Chen-Kuo Chiang Piotr Cholda Tsai-Ying Chou Laurens D'hooge Hao-Xuan Huang Ren-Hung Hwang Yuan-Cheng Lai Wei-Bin Lee Hsuan-Yu Lin Jia-You Lin Po-Ching Lin Ying-Dar Lin Yin-Tao Ling Jehoshua-Hanky Pratama Filip De Turck Miel Verkerken Bruno Volckaert Tim Wauters Shin-Yi Yang Fietyata Yudha