Annual Conference of KIPS (한국정보처리학회:학술대회논문집)

  • 2025.05a
  • /
  • Pages.670-672
  • /
  • 2025
  • /
  • 2005-0011(pISSN)
  • /
  • 2671-7298(eISSN)
Korea Information Processing Society (한국정보처리학회)
권호 표지
DOI QR코드

DOI QR Code

Enhancing Machine Learning via Dataset Characterization-Driven Feature Selection

데이터셋 특성에 기반한 특징 선택을 통한 머신러닝 향상 기법

  • Na-Eun Park (Dept. of Convergence Security Engineering, Sungshin Women's University) ;
  • Yeon-Jin Kim (Dept. of Future Convergence Technology Engineering, Sungshin Women's University) ;
  • Il-Gu Lee (Dept. of Convergence Security Engineering, Sungshin Women's University)
  • 박나은 (성신여자대학교 미래융합기술공학과) ;
  • 김연진 (성신여자대학교 융합보안공학과 ) ;
  • 이일구 (성신여자대학교 미래융합기술공학과, 융합보안공학과 )
  • Published : 2025.05.29
Download PDF
⟨ Previous Next ⟩

Abstract

본 연구는 경량 디바이스의 데이터 처리를 위한 Dataset Characterization-Driven Feature Selection 방식을 제안한다. 실험 결과에 따르면, DC-DFS 가 선택한 특징 중요도 기반 특징 선택에서 종래의 정적 피처 선택 방식보다 약 10.32% 더 높은 정확도를 보였다.

Keywords

Acknowledgement

본 논문은 2024 년도 산업통상자원부 및 한국산업기술진흥원의 산업혁신인재성장지원사업 (RS-2024-00415520)과 과학기술정보통신부 및 정보통신기획평가원의 ICT 혁신인재 4.0 사업의 연구결과로 수행되었음 (No. IITP-2022-RS-2022-00156310)

References

  1. Ye-Seul Kil, Yeon-Ji Lee, So-Eun Jeon, Ye-Sol Oh, Il-Gu Lee, "Optimization of Privacy-Utility Trade-off for Efficient Feature Selection of Secure Internet of Things," IEEE Access, vol. 12, pp. 142582-142591, 2024.
  2. Uthayakumar Jayasankar, Vengattaraman Thirumal, Dhavachelvan Ponnurangam, "A survey on data compression techniques: From the perspective of data quality, coding schemes, data type and applications," Journal of King Saud University - Computer and Information Sciences, vol. 33, no. 2, pp. 119-140, 2021.
  3. Utkarsh Mahadeo Khaire, R. Dhanalakshmi, "Stability of feature selection algorithm: A review," Journal of King Saud University - Computer and Information Sciences, vol. 34, no. 4, pp. 1060-1073, 2022.
  4. Tousi Ashkan, Luján Mikel, "Comparative analysis of machine learning models for performance prediction of the spec benchmarks," IEEE Access, vol. 10, pp. 11994-12011, 2022.
  5. Zhe Li, Yahui Cui, Longlong Li, Runlin Chen, Liang Dong, Juan Du, "Hierarchical amplitude-aware permutation entropy-based fault feature extraction method for rolling bearings," Entropy, vol. 24, 2022.