Digital Library

KIPS Transactions on Software and Data Engineering, Vol. 10, No. 9, Sep. 2021


Bayesian Optimization Framework for Improved Cross-Version Defect Prediction
Jeongwhan Choi, Duksan Ryu
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 9, pp. 339-348, Sep. 2021
https://doi.org/10.3745/KTSDE.2021.10.9.339
Keywords: Software Defect Prediction, Bayesian Optimization, Transfer Learning, Cross-Version Defect Prediction

Expanded Object Localization Learning Data Generation Using CAM and Selective Search and Its Retraining to Improve WSOL Performance
Sooyeon Go, Yeongwoo Choi
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 9, pp. 349-358, Sep. 2021
https://doi.org/10.3745/KTSDE.2021.10.9.349
Keywords: WSOL(Weakly Supervised Object Localization), CAM(Class Activation Map), Selective Search, localization

Classifying Sub-Categories of Apartment Defect Repair Tasks: A Machine Learning Approach
Eunhye Kim, HongGeun Ji, Jina Kim, Eunil Park, Jay Y. Ohm
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 9, pp. 359-366, Sep. 2021
https://doi.org/10.3745/KTSDE.2021.10.9.359
Keywords: Apartment, Defect, Repair Tasks, Sub Category, Finishing Works, Machine Learning

Deep Learning-Based Stock Fluctuation Prediction According to Overseas Indices and Trading Trend by Investors
Tae Seung Kim, Soowon Lee
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 9, pp. 367-374, Sep. 2021
https://doi.org/10.3745/KTSDE.2021.10.9.367
Keywords: Stock Price Fluctuation Prediction, Deep Learning, Overseas Indices, Trading Trends by Investor

Deep Learning Model Validation Method Based on Image Data Feature Coverage
Chang-Nam Lim, Ye-Seul Park, Jung-Won Lee
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 9, pp. 375-384, Sep. 2021
https://doi.org/10.3745/KTSDE.2021.10.9.375
Keywords: Deep Learning, Coverage Testing, Image Feature Extraction, Validation Method, Dataset Splitting Method