Dimension Reduction for Outlier Detection Using DOBIN

DOI10.1080/10618600.2020.1807353OpenAlexW3052429226MaRDI QIDQ5066431

Sevvandi Kandanaarachchi, Rob Hyndman

Publication date: 29 March 2022

Published in: Journal of Computational and Graphical Statistics (Search for Journal in Brave)

Full work available at URL: https://www.monash.edu/business/ebs/research/publications/ebs/wp17-2019.pdf

zbMATH Keywords

dimension reductionoutlier detectionbasis vectorsoutlier visualization

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items (1)

dobin

Uses Software

• ggplot2
• igraph
• DMwR
• pROC
• gridExtra
• SOMbrero
• LOF
• tidytext
• IsolationForest
• mbgraphic
• mvBACON
• outselect
• FastPCS

Cites Work

• Unnamed Item
• Invariant Co-Ordinate Selection
• Multivariate Outliers and the O3 Plot
• Finding multivariate outliers with FastPCS
• Anomaly Detection in Streaming Nonstationary Temporal Data
• BACON: blocked adaptive computationally efficient outlier nominators.
• On normalization and algorithm selection for unsupervised outlier detection
• ggplot2
• A survey on unsupervised outlier detection in high‐dimensional numerical data

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