Contextual Outlier Interpretation

Contextual Outlier Interpretation

28 November 2017

Ninghao Liu

Papers citing "Contextual Outlier Interpretation"

13 / 13 papers shown

Title
Root Cause Analysis of Outliers with Missing Structural Knowledge Nastaran Okati Sergio Hernan Garrido Mejia William Orchard Patrick Blöbaum Dominik Janzing 33 2 0 07 Jun 2024
Outlier detection using flexible categorisation and interrogative agendas Marcel Boersma Krishna Manoorkar A. Palmigiano Mattia Panettiere Apostolos Tzimoulis N. Wijnberg 37 2 0 19 Dec 2023
Using Kernel SHAP XAI Method to optimize the Network Anomaly Detection Model Khushnaseeb Roshan Aasim Zafar 17 16 0 31 Jul 2023
Interactive System-wise Anomaly Detection Guanchu Wang Ninghao Liu Daochen Zha Xia Hu AAML 22 1 0 21 Apr 2023
Explainable Contextual Anomaly Detection using Quantile Regression Forests Zhong Li M. Leeuwen AI4TS 52 15 0 22 Feb 2023
Cluster Purging: Efficient Outlier Detection based on Rate-Distortion Theory M. Toller Bernhard C. Geiger Roman Kern 22 3 0 22 Feb 2023
RESHAPE: Explaining Accounting Anomalies in Financial Statement Audits by enhancing SHapley Additive exPlanations Ricardo Müller Marco Schreyer Timur Sattarov Damian Borth AAML MLAU 40 7 0 19 Sep 2022
Utilizing XAI technique to improve autoencoder based model for computer network anomaly detection with shapley additive explanation(SHAP) Khushnaseeb Roshan Aasim Zafar AAML 19 50 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 24 76 0 23 Sep 2021
Explaining Anomalies Detected by Autoencoders Using SHAP Liat Antwarg Ronnie Mindlin Miller Bracha Shapira Lior Rokach FAtt TDI 19 86 0 06 Mar 2019
Unsupervised Detection and Explanation of Latent-class Contextual Anomalies Jacob R. Kauffmann G. Montavon L. A. Lima Shinichi Nakajima K. Müller Nico Görnitz 16 0 0 29 Jun 2018
Towards Explaining Anomalies: A Deep Taylor Decomposition of One-Class Models Jacob R. Kauffmann K. Müller G. Montavon DRL 42 96 0 16 May 2018
Explainable Recommendation: A Survey and New Perspectives Yongfeng Zhang Xu Chen XAI LRM 52 866 0 30 Apr 2018