수질자료의 이상치 탐색을 위한 Isolation Forest기법의 적용

김종은 박노석 윤상진 채선하 윤석민 2018년

논문상세정보

인용/피인용

다변량 통계기법을 활용한 실시간 수질이상 유무 판단 시스템 개발
허태영 [2015]
Robust multivariate estimates for high dimensional datasets
Maronna, R. A. [2002]
Robust and Nonlinear Time Series Analysis
Rousseeuw, P. J. [1984]
Robust Regression and Outlier Detection
Rousseeuw PJ [1987]
Representative subset selection and outlier detection via isolation forest
Chen, W. R. [2016]
Outliers in statistical data
Barnett, V. [1994]
Multivariate outlier detection in exploration geochemistry
Filzmoser, P. [2003]
Least median of squares regression
Rousseeuw PJ [1984]
LOF: identifying density-based local outliers
Breunig, M. M. [2000]
Isolation-based anomaly detection
Liu, F. T. [2012]
Isolation forest
Liu, F.T [2008]
Introducing New Outlier Detection Method Using Robust Statistical Distance in Water Quality Data
Park, N. S. [2017]
Identifying outliers in correlated water quality data
Robinson, R. B. [2005]
Identification of outlier
Hawkins, D. M. [1980]
Data Quality Assessment : Statistical Methods for Practitioners
U. S. EPA
Classification, Clustering, and Data Mining Applications
Acuna, E. [2004]
A multivariate outlier detection method
Filzmoser, P. [2004]
A linear method for deviation detection in large multidimensional databases
Arning, A. [1996]
A fast algorithm for the minimum covariance determinant estimator
Rousseeuw, P. J. [1999]