모바일 환경에서 Haar-Like Features와 PCA를 이용한 실시간 얼굴 인증 시스템
Implementation of Realtime Face Recognition System using Haar-Like Features and PCA in Mobile Environment
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Recently, large amount of information in IDS(Intrusion Detection System) can be un manageable and also be mixed with false prediction error. In this paper, we propose a data mining methodology for IDS, which contains uncertainty based on training process and post-processing analysis additionally. Our system is trained to classify the existing attack for misuse detection, to detect the new attack pattern for anomaly detection, and to define border patter between attack and normal pattern. In experimental results show that our approach improve the performance against existing attacks and new attacks,from 0.62 to 0.84 about 35%.
Abstract
Recently, large amount of information in IDS(Intrusion Detection System) can be un manageable and also be mixed with false prediction error. In this paper, we propose a data mining methodology for IDS, which contains uncertainty based on training process and post-processing analysis additionally. Our system is trained to classify the existing attack for misuse detection, to detect the new attack pattern for anomaly detection, and to define border patter between attack and normal pattern. In experimental results show that our approach improve the performance against existing attacks and new attacks,from 0.62 to 0.84 about 35%.
참고문헌 (11)
- "Qt Reference Documentation"[URL]
- 박성훈, "Haar-like feature", LDA를 이용한 얼굴 인식 (2004), ~
- Randy Crane, "A Simplified Approach to Image Processing" (1997), Prentice Hall
- Rainer Lienhart, "An Extended Set of Haar-like Features for Rapid Object Detection", IEEE ICIP 2002, 1, pp.900~903 (2002)
- An Empirical Analysis of Boosting Algorithms for Rapid Objects With an Extended Set of Haar-like Features, "Alexander Kuranov", ~, pp.MRL-TR-july02-01 (2002)
- Kicheon Hong, "Real Time Face Detection and Recognition System Using Haar-Like Feature", HMM in Ubiquitous Network Environments, 2005, pp.1154~1161
- Raychaudhuri, S, "Principal components analysis to summarize microarray experiments: application to sporulation time series", Pacific Symposium on Biocomputing (2000)
- Lindsay I Smith, "A Tutorial On Principle Component Analysis", ~ (2002)
- 장혜경, "PCA 기반 LDA 혼합 알고리즘을 이용한 실시간 얼굴인식 시스템 구현", 전자공학회논문지 - SP, 41(04), pp.473~478 (2004), 대한전자공학회