Digital Library

KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, Nov. 2021


Distracted Driver Detection and Characteristic Area Localization by Combining CAM-Based Hierarchical and Horizontal Classification Models
Sooyeon Go, Yeongwoo Choi
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 439-448, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.439  
Keywords: Distracted Driver Detection, Convolutional neural networks, Class Activation Maps, Attention Area Localization

Comparative Study of Anomaly Detection Accuracy of Intrusion Detection Systems Based on Various Data Preprocessing Techniques
Kyungseon Park, Kangseok Kim
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 449-456, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.449
Keywords: Intrusion Detection, sliding window, Skip-gram, AAE, GRU

Adversarial Learning-Based Image Correction Methodology for Deep Learning Analysis of Heterogeneous Images
Junwoo Kim, Namgyu Kim
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 457-464, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.457
Keywords: Adversarial Learning, Color Constancy, Heterogeneous Images, Illumination Estimation, Image Correction

Detection of Adverse Drug Reactions Using Drug Reviews with BERT+ Algorithm
Eun Yeong Heo, Hyeon-jeong Jeong, Hyon Hee Kim
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 465-472, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.465
Keywords: Detection of ADRs, Drug Reviews, sentiment analysis, named entity recognition, ADRs Dictionary

Few-Shot Korean Font Generation based on Hangul Composability
Jangkyoung Park, Ammar Ul Hassan, Jaeyoung Choi
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 473-482, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.473
Keywords: Hangul Font Generation, Font Components, GAN, Few-shot

Creating Songs Using Note Embedding and Bar Embedding and Quantitatively Evaluating Methods
Young-Bae Lee, Sung Hoon Jung
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 483-490, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.483
Keywords: Automatic Composition, One-Hot Encoding, Note Embedding, Bar Embedding, Quantitative Evaluation

Fall Detection Based on 2-Stacked Bi-LSTM and Human-Skeleton Keypoints of RGBD Camera
Shin Byung Geun, Kim Uung Ho, Lee Sang Woo, Yang Jae Young, Kim Wongyum
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 491-500, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.491
Keywords: Fall Detection, deep-learning, Skeleton Keypoints, Stacked Bi-LSTM

Unsupervised Abstractive Summarization Method that Suitable for Documents with Flows
Hoon-suk Lee, Soon-hong An, Seung-hoon Kim
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 501-512, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.501  
Keywords: NLP, summarization, GAN, BERT, Transformer

A Study on the Deep Learning-Based Textbook Questionnaires Detection Experiment
Kim Tae Jong, Han Tae In, Ji Su Park
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 513-520, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.513
Keywords: Deep Learning, Textbook Questionnaires Detection Model, Detection Model, computer vision

Sentence Recommendation Using Beam Search in a Military Intelligent Image Analysis System
Hyung-Sun Na, Tae-Hyeon Jeon, Hyung-Seok Kang, Jinhyun Ahn, Dong-Hyuk Im
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 521-528, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.521
Keywords: NLP, Beam Search, Military, Seq2seq, Attention Mechanism

A Comparative Study on Game-Score Prediction Models Using Compuational Thinking Education Game Data
Yeongwook Yang
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 529-534, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.529
Keywords: Computational Thinking, prediction, Game Based Learning, Regression

Multi-Document Summarization Method of Reviews Using Word Embedding Clustering
Pil Won Lee, Yun Young Hwang, Jong Seok Choi, Young Tae Shin
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 535-540, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.535
Keywords: Muti-document, Text Summarization, Transformer, Word Embedding

Prediction Model of Hypertension Using Sociodemographic Characteristics Based on Machine Learning
Bum Ju Lee
KIPS Transactions on Software and Data Engineering, Vol. 10, No. 11, pp. 541-546, Nov. 2021
https://doi.org/10.3745/KTSDE.2021.10.11.541
Keywords: machine leaning, Prediction Model, Hypertension, Sociodemographic Characteristics, Public Health