Publications

저널 논문

• [1]
  Eunji Kim, Jinwon An, Hyun-Chang Cho, Sungzoon Cho, Byeongeon Lee (2022+), "A sensor data mining process for identifying root causes associated with low yield in semiconductor manufacturing." Data Technologies and Applications, Accepted.
• [2]
  Min Sik Park*, Dongseon Lee, Young Chun Kwon, Eunji Kim, and Youn-Suk Choi (2021), "Data undersampling models for the efficient rule-based retrosynthetic planning." Physical Chemistry Chemical Physics 23: 26510-26518.
• [3]
  Eunji Kim, Sungzoon Cho* (2021), "Exposing Fake Faces Through Deep Neural Networks Combining Content and Trace Feature Extractors." IEEE Access, 9: 123493-123503.
• [4]
  Eunji Kim, Dongseon Lee*, Youngchun Kwon, Min Sik Park, and Youn-Suk Choi* (2021), "Valid, Plausible, and Diverse Retrosynthesis Using Tied Two-Way Transformers with Latent Variables." Journal of Chemical Information and Modeling 61(1): 123–133.
• [5]
  Eunji Kim* (2020), "Interpretable and Accurate Convolutional Neural Networks for Human Activity Recognition." IEEE Transactions on Industrial Informatics 16(11): 7190-7198.
• [6]
  Eunji Kim, Sungzoon Cho*, Byeongeon Lee, Myoungsu Cho (2019), "Fault Detection and Diagnosis Using Self-Attentive Convolutional Neural Networks for Variable-length Sensor Data in Semiconductor Manufacturing." IEEE Transactions on Semiconductor Manufacturing 32(3): 302-309.
• [7]
  Eunji Kim, Jehyuk Lee, Hunsik Shin, Hoseong Yang, Sungzoon Cho*, Seung-kwan Nam, Youngmi Song, Jeong-a Yoon, Jong-il Kim (2019), "Champion-challenger analysis for credit card fraud detection: Hybrid ensemble and deep learning." Expert Systems with Applications 128: 214-224.
• [8]
  Seokho Kang, Eunji Kim, Jaewoong Shim, Wonsang Chang, Sungzoon Cho* (2018), "Product failure prediction with missing data." International Journal of Production Research 56(14): 4849-4859.
• [9]
  Jiwon Yang, Eunji Kim, Minhoe Hur, Sungzoon Cho*, Myungbin Han, Iksang Seo (2018), "Knowledge extraction and visualization of digital design process." Expert Systems with Applications 92: 206-215.
• [10]
  Seokho Kang, Eunji Kim, Jaewoong Shim, Sungzoon Cho*, Wonsang Chang, Junhwan Kim (2017), "Mining the relationship between production and customer service data for failure analysis of industrial products." Computers & Industrial Engineering 106: 137-146.

학술대회

• [1]
  김은지, 조성준*, 이병언, 조명수, "가변길이의 센서 데이터를 활용한 Self-attentive 합성곱 신경망 기반 반도체 불량 탐지 및 진단", 2019 대한산업공학회 춘계공동학술대회, 2019.
• [2]
  김은지, 조성준*, "콘텐츠 피쳐 추출기와 자취 피쳐 추출기를 결합한 가짜 얼굴 탐지 모델", 한국BI데이터마이닝학회 2018 추계학술대회, 2018.
• [3]
  김은지, 김태욱, 문지형, 조성준*, 허민회, "딥러닝 기반 개인별 주행 목적지 예측", 2018 대한산업공학회 춘계공동학술대회, 2018.
• [4]
  Eunji Kim, Jehyuk Lee, Hunsik Shin, Hoseong Yang, Sungzoon Cho*, Seung-kwan Nam, Young Mi Song, Jeong A Yoon, Jong Il Kim, Wooho Jung, Kyungmo La, Kangshin Ko, "Multiple Densely Connected Neural Networks for Credit Card Fraud Detection", Women in Machine Learning (WiML), December, 2017.
• [5]
  김은지, 조성준*, "Interpretable Variable-selectable Convolutional Filters for Multivariate Time-series Classification", 한국BI데이터마이닝학회 2017 추계학술대회, 2017.
• [6]
  김은지, 이제혁, 신훈식, 양호성, 조성준*, 남승관, 송영미, 윤정아, 김종일, 정우호, 라경모, 고강신, "딥러닝을 이용한 신용카드 사기 탐지", 2017 대한산업공학회 춘계공동학술대회, 2017.
• [7]
  Eunji Kim, Hyun-Chang Cho, Jinwon An, Sungzoon Cho*, Byeongeon Lee, Kyungchun Lim, Taehoon Kim, "Sequential Root Cause Identification in High Dimensional Time-series Sensor Data", The 8th Asian Conference on Machine Learning, November, 2016.
• [8]
  Eunji Kim, Hyunchang Cho, Sungzoon Cho*, "Automatic sentiment words extraction from online reviews for product comparison", 2015 INFORMS Annual Meeting, November, 2015.
• [9]
  강석호, 김은지, 심재웅, 조성준*, "AS 서비스 데이터를 활용한 제품 불량 원인 도출", 한국BI데이터마이닝학회 2015 추계학술대회, 2015.
• [10]
  김은지, 조현창, 조성준*, "소비자가 원하는 주요 기능 및 특징 파악을 위한 온라인 리뷰 내 등장단어의 제품군 별 정서 분석", 2015 대한산업공학회 춘계공동학술대회, 2015.
• [11]
  심재웅, 김은지, 강석호, 조성준*, "Hybrid approach with centroid based classification and SVM for multi-class text classification", 한국BI데이터마이닝학회 2014 추계학술대회, 2014.

특허

• [1]
  이동선, 하태신, 최윤석, 김정훈, 오원석, 전현정, 최병권, 권영천, 권혁주, 김가희, 김보성, 김은지, 민민식, 박민식, 박영진, 박진우, 서형태, 이상윤, 장재준, 장준원, 전아람, 정용식, 조준기, 최원제, 최현도, 허달, 홍우람 (2021), "물질 합성 장치 및 이의 동작 방법 (Material synthesis apparatus and method of operating the same)"

  • KR Patent, Application No. KR10-2021-0041357.
  • US Patent, Application No. US17/507,401.
• [2]
  김은지, 권영천, 박민식, 이동선, 최윤석 (2021), "뉴럴 네트워크를 이용하여 표적 생성물을 합성하는 장치 및 방법 (Method and apparatus for synthesizing target products by using neural networks)"

  • KR Patent, Application No. KR10-2021-0017869.
  • US Patent, Application No. US17/372,808.
  • EP Patent, Application No. EP21186592.8A.
  • JP Patent, Application No. JP2021122539A.
  • CP Patent, Application No. CN202110846347.8A.

저역서

• [1]
  Kenneth Reitz and Tanya Schlusser. The Hitchhiker's Guide to Python: Best Practices for Development. Translation to Korean ("파이썬을 여행하는 히치하이커를 위한 안내서: 모범 사례와 실용 라이브러리로 더 파이썬답게!". 도서출판 인사이트. 2017. ISBN: 9788966264070)