Utilizing XAI technique to improve autoencoder based model for computer network anomaly detection with shapley additive explanation(SHAP)

14 December 2021

Papers citing "Utilizing XAI technique to improve autoencoder based model for computer network anomaly detection with shapley additive explanation(SHAP)"

16 / 16 papers shown

Title
Explaining Deep Learning-based Anomaly Detection in Energy Consumption Data by Focusing on Contextually Relevant Data Mohammad Noorchenarboo Katarina Grolinger 189 2 0 10 Jan 2025
Interpreting Outliers in Time Series Data through Decoding Autoencoder Patrick Knab Sascha Marton Christian Bartelt Robert Fuder 71 1 0 03 Sep 2024
Grid Search, Random Search, Genetic Algorithm: A Big Comparison for NAS Petro B. Liashchynskyi Pavlo Liashchynskyi 81 545 0 12 Dec 2019
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 138 6,321 0 22 Oct 2019
Shapley Values of Reconstruction Errors of PCA for Explaining Anomaly Detection Naoya Takeishi FAtt 133 33 0 08 Sep 2019
GEE: A Gradient-based Explainable Variational Autoencoder for Network Anomaly Detection Q. Nguyen Kar Wai Lim D. Divakaran K. H. Low M. Chan DRL 61 137 0 15 Mar 2019
Explaining Anomalies Detected by Autoencoders Using SHAP Liat Antwarg Ronnie Mindlin Miller Bracha Shapira Lior Rokach FAtt TDI 74 86 0 06 Mar 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 172 1,495 0 10 Jan 2019
Towards Robust Interpretability with Self-Explaining Neural Networks David Alvarez-Melis Tommi Jaakkola MILM XAI 130 948 0 20 Jun 2018
Instance-Level Explanations for Fraud Detection: A Case Study Dennis Collaris L. M. Vink J. V. Wijk 77 31 0 19 Jun 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 152 3,989 0 06 Feb 2018
Contextual Outlier Interpretation Ninghao Liu DongHwa Shin Helen Zhou 58 72 0 28 Nov 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 22,090 0 22 May 2017
Robust, Deep and Inductive Anomaly Detection Raghavendra Chalapathy A. Menon Sanjay Chawla 87 161 0 22 Apr 2017
Denoising Adversarial Autoencoders Antonia Creswell Anil Anthony Bharath DiffM 67 131 0 03 Mar 2017
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 17,092 0 16 Feb 2016