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    Malicious Traffic Classification Using Mitre ATT&CK and Machine Learning Based on UNSW-NB15 Dataset
    Yoon Dong Hyun, Koo Ja Hwan, Won Dong Ho KIPS Transactions on Software and Data Engineering, Vol. 12, No. 2, pp. 99-110, Feb. 2023
    https://doi.org/10.3745/KTSDE.2023.12.2.99
    Keywords: Machine Learning, MITRE ATT&CK, UNSW-NB15, Network Traffic Classification, Network Security Monitoring


    Predicting Unseen Object Pose with an Adaptive Depth Estimator
    Sungho Song, Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 11, No. 12, pp. 509-516, Dec. 2022
    https://doi.org/10.3745/KTSDE.2022.11.12.509
    Keywords: 3D Vision, Unknown Object, 6D Pose Prediction, depth estimation, deep neural network


    Style Synthesis of Speech Videos Through Generative Adversarial Neural Networks
    Choi Hee Jo, Park Goo Man KIPS Transactions on Software and Data Engineering, Vol. 11, No. 11, pp. 465-472, Nov. 2022
    https://doi.org/10.3745/KTSDE.2022.11.11.465
    Keywords: Generative Adversarial Network, Video Generation, Style Transfer, Style Synthesis Network, Video Synthesis Network


    Performance Improvement Method of Convolutional Neural Network Using Combined Parametric Activation Functions
    Young Min Ko, Peng Hang Li, Sun Woo Ko KIPS Transactions on Software and Data Engineering, Vol. 11, No. 9, pp. 371-380, Sep. 2022
    https://doi.org/10.3745/KTSDE.2022.11.9.371
    Keywords: Convolutional Neural Network, Nonlinear Activation Function, Combined Parametric Activation Function, Loss Function


    Analyzing Korean Math Word Problem Data Classification Difficulty Level Using the KoEPT Model
    Rhim Sangkyu, Ki Kyung Seo, Kim Bugeun, Gweon Gahgene KIPS Transactions on Software and Data Engineering, Vol. 11, No. 8, pp. 315-324, Aug. 2022
    https://doi.org/10.3745/KTSDE.2022.11.8.315
    Keywords: Math Word Problems, Generation Model, Transformer, Pointer Network, Classification Difficulty


    Learning Method for Regression Model by Analysis of Relationship Between Input and Output Data with Periodicity
    Hye-Jin Kim, Ye-Seul Park, Jung-Won Lee KIPS Transactions on Software and Data Engineering, Vol. 11, No. 7, pp. 299-306, Jul. 2022
    https://doi.org/10.3745/KTSDE.2022.11.7.299
    Keywords: Neural Network, Fault diagnosis, Sensor data, Regression Model, Thermal Estimation


    YOLO, EAST : Comparison of Scene Text Detection Performance, Using a Neural Network Model
    Park Chan Yong, Lim Young Min, Jeong Seung Dae, Cho Young Heuk, Lee Byeong Chul, Lee Gyu Hyun, Kim Jin Wook KIPS Transactions on Software and Data Engineering, Vol. 11, No. 3, pp. 115-124, Mar. 2022
    https://doi.org/10.3745/KTSDE.2022.11.3.115
    Keywords: Scene Text Detection, YOLO, EAST, Neural Network


    Temporal Fusion Transformers and Deep Learning Methodsfor Multi-Horizon Time Series Forecasting
    InKyung Kim, DaeHee Kim, Jaekoo Lee KIPS Transactions on Software and Data Engineering, Vol. 11, No. 2, pp. 81-86, Feb. 2022
    https://doi.org/10.3745/KTSDE.2022.11.2.81
    Keywords: Time Series, Multi-variate Data Analysis, Multi-horizon Forecasting, Deep Learning, Neural Networks


    Performance Improvement Method of Fully Connected Neural Network Using Combined Parametric Activation Functions
    Young Min Ko, Peng Hang Li, Sun Woo Ko KIPS Transactions on Software and Data Engineering, Vol. 11, No. 1, pp. 1-10, Jan. 2022
    https://doi.org/10.3745/KTSDE.2022.11.1.1  
    Keywords: Fully Connected Neural Network, Nonlinear Activation Function, Combined Parametric Activation Function, Learning


    Cancer Patient Specific Driver Gene Identification by Personalized Gene Network and PageRank
    Jung Hee Won, Park Ji Woo, Ahn Jae Gyoon KIPS Transactions on Software and Data Engineering, Vol. 10, No. 12, pp. 547-554, Dec. 2021
    https://doi.org/10.3745/KTSDE.2021.10.12.547
    Keywords: Cancer Driver Gene, Gene Network, PageRank, Multi Omics Analysis