High-dimensional Anomaly Detection

High-Dimensional Anomaly Detection is a methodological framework within anomaly detection that specifically addresses the identification of outliers in data characterized by a large number of features or dimensions, where traditional distance-based and density-based techniques suffer from the curse of dimensionality.

360

Publications

33.1K

Citations

1.1K

Authors

453

Institutions

Publications per year

2017–2026

189

Parents

Anomaly Detection

Publications

360

Isolation Forest

Fei Tony Liu, Kai Ming Ting, Zhi‐Hua Zhou · 2008 · 5.6K citations

Computing, Computer Science, Data Mining +14

Algorithms for Mining Distance-Based Outliers in Large Datasets

Edwin M. Knorr, Raymond T. Ng · 1998 · 1.5K citations

Computing, Computer Science, Data Science +15

Anomaly Detection Using Autoencoders with Nonlinear Dimensionality Reduction

Mayu Sakurada, Takehisa Yairi · 2014 · 1.3K citations

Computing, Aerospace Engineering, Computer Science +15

High-dimensional and large-scale anomaly detection using a linear one-class SVM with deep learning

Sarah Erfani, Sutharshan Rajasegarar, Shanika Karunasekera et al. · Pattern Recognition · 2016 · 1.2K citations · Full text

Computing, Computer Science, Data Mining +15

Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection

Bo Zong, Song Qi, Martin Renqiang Min et al. · 2018 · 1.1K citations

Computing, Computer Science, Computer Vision +16

1–5 of 360

Authors

1.1K

CL
Christopher Leckie
The University of Melbourne, Australia
5 publications · 1.2K citations
5
h-index
KM
Kai Ming Ting
Monash University, Australia
5 publications · 5.9K citations
5
h-index
CF
Christos Faloutsos
Carnegie Mellon University, United States
5 publications · 255 citations
5
h-index
CF
Chuan-Sheng Foo
Institute for Infocomm Research, Singapore
4 publications · 918 citations
4
h-index
CC
Chein‐I Chang
University of Maryland, Baltimore County, United States
4 publications · 213 citations
4
h-index

1–5 of 1.1K

Institutions

453

1–8 of 453

Venues

arXiv (Cornell University)
Repository · 14 publications · 913 citations
14
h-index
IEEE Access
13 publications · 892 citations
11
h-index
IEEE Transactions on Knowledge and Data Engineering
TKDE · 7 publications · 932 citations
7
h-index
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE
6 publications · 171 citations
6
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 5 publications · 292 citations
5
h-index

1–5