Contextual Outlier Interpretation

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Contextual Outlier Interpretation

28 November 2017

Ninghao Liu

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Papers citing "Contextual Outlier Interpretation"

14 / 14 papers shown

Title
Root Cause Analysis of Outliers with Missing Structural Knowledge Nastaran Okati Sergio Hernan Garrido Mejia William Orchard Patrick Blöbaum Dominik Janzing 93 2 0 07 Jun 2024
Using Kernel SHAP XAI Method to optimize the Network Anomaly Detection Model Khushnaseeb Roshan Aasim Zafar 82 17 0 31 Jul 2023
Interactive System-wise Anomaly Detection Guanchu Wang Ninghao Liu Daochen Zha Helen Zhou AAML 41 1 0 21 Apr 2023
Cluster Purging: Efficient Outlier Detection based on Rate-Distortion Theory M. Toller Bernhard C. Geiger Roman Kern 41 5 0 22 Feb 2023
A Survey on Explainable Anomaly Detection Zhong Li Yuxuan Zhu M. Leeuwen 115 80 0 13 Oct 2022
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI Meike Nauta Jan Trienes Shreyasi Pathak Elisa Nguyen Michelle Peters Yasmin Schmitt Jorg Schlotterer M. V. Keulen C. Seifert ELM XAI 178 423 0 20 Jan 2022
Utilizing XAI technique to improve autoencoder based model for computer network anomaly detection with shapley additive explanation(SHAP) Khushnaseeb Roshan Aasim Zafar AAML 65 54 0 14 Dec 2021
DeepAID: Interpreting and Improving Deep Learning-based Anomaly Detection in Security Applications Dongqi Han Zhiliang Wang Wenqi Chen Ying Zhong Su Wang Han Zhang Jiahai Yang Xingang Shi Xia Yin AAML 67 81 0 23 Sep 2021
Explainable Machine Learning for Fraud Detection I. Psychoula A. Gutmann Pradip Mainali Sharon H. Lee Paul Dunphy F. Petitcolas FaML 139 37 0 13 May 2021
Shapley Values of Reconstruction Errors of PCA for Explaining Anomaly Detection Naoya Takeishi FAtt 151 33 0 08 Sep 2019
Explaining Anomalies Detected by Autoencoders Using SHAP Liat Antwarg Ronnie Mindlin Miller Bracha Shapira Lior Rokach FAtt TDI 77 86 0 06 Mar 2019
Towards Explaining Anomalies: A Deep Taylor Decomposition of One-Class Models Jacob R. Kauffmann K. Müller G. Montavon DRL 77 98 0 16 May 2018
Explainable Recommendation: A Survey and New Perspectives Yongfeng Zhang Xu Chen XAI LRM 124 883 0 30 Apr 2018
Towards Explanation of DNN-based Prediction with Guided Feature Inversion Mengnan Du Ninghao Liu Qingquan Song Helen Zhou FAtt 106 127 0 19 Mar 2018