Digital Library


Search: "[ author: Doosung Hwang ]" (5)
    IoT Malware Detection and Family Classification Using Entropy Time Series Data Extraction and Recurrent Neural Networks
    Youngho Kim, Hyunjong Lee, Doosung Hwang KIPS Transactions on Software and Data Engineering, Vol. 11, No. 5, pp. 197-202, May. 2022
    https://doi.org/10.3745/KTSDE.2022.11.5.197
    Keywords: Internet of Things, Machine Learning, Malware detection, Malware Family Classification


    Tor Network Website Fingerprinting Using Statistical-Based Feature and Ensemble Learning of Traffic Data
    Junho Kim, Wongyum Kim, Doosung Hwang KIPS Transactions on Software and Data Engineering, Vol. 9, No. 6, pp. 187-194, Jun. 2020
    https://doi.org/10.3745/KTSDE.2020.9.6.187
    Keywords: Anonymous Network, Traffic Collection, Website Fingerprinting, Ensemble Algorithm, Machine Learning


    Hyper-Rectangle Based Prototype Selection Algorithm Preserving Class Regions
    Byunghyun Baek, Seongyul Euh, Doosung Hwang KIPS Transactions on Software and Data Engineering, Vol. 9, No. 3, pp. 83-90, Mar. 2020
    https://doi.org/10.3745/KTSDE.2020.9.3.83
    Keywords: Prototype Selection, Prototype, Hyper-Rectangle, Set Cover Optimization Algorithm


    Performance Comparison of Machine Learning Algorithms for TAB Digit Recognition
    Jaehyeok Heo, Hyunjung Lee, Doosung Hwang KIPS Transactions on Software and Data Engineering, Vol. 8, No. 1, pp. 19-26, Jan. 2019
    https://doi.org/10.3745/KTSDE.2019.8.1.19
    Keywords: Digit Recognition, Machine Learning, Prototype Selection, image processing, Cross-Validation


    Prototype-Based Classification Using Class Hyperspheres
    Hyun-Jong Lee, Doosung Hwang KIPS Transactions on Software and Data Engineering, Vol. 5, No. 10, pp. 483-488, Oct. 2016
    10.3745/KTSDE.2016.5.10.483
    Keywords: Prototype Selection, Nearest-Neighbor Rule, Set Covering Optimization, Greedy Algorithm