Explaining Deep Learning-based Anomaly Detection in Energy Consumption Data by Focusing on Contextually Relevant Data

10 January 2025

Papers citing "Explaining Deep Learning-based Anomaly Detection in Energy Consumption Data by Focusing on Contextually Relevant Data"

14 / 14 papers shown

Title
Pruning-Based TinyML Optimization of Machine Learning Models for Anomaly Detection in Electric Vehicle Charging Infrastructure Fatemeh Dehrouyeh I. Shaer Soodeh Nikan F. Badrkhani Ajaei Abdallah Shami 119 0 0 19 Mar 2025
On TinyML and Cybersecurity: Electric Vehicle Charging Infrastructure Use Case Fatemeh Dehrouyeh Li Yang F. Badrkhani Ajaei Abdallah Shami 104 9 0 25 Apr 2024
Shaping Up SHAP: Enhancing Stability through Layer-Wise Neighbor Selection Gwladys Kelodjou Laurence Rozé Véronique Masson Luis Galárraga Romaric Gaudel Maurice Tchuente Alexandre Termier FAtt 70 6 0 19 Dec 2023
A Deep Dive into Perturbations as Evaluation Technique for Time Series XAI U. Schlegel Daniel A. Keim AAML AI4TS 108 9 0 11 Jul 2023
Algorithms to estimate Shapley value feature attributions Hugh Chen Ian Covert Scott M. Lundberg Su-In Lee TDI FAtt 106 240 0 15 Jul 2022
Smart Meter Data Anomaly Detection using Variational Recurrent Autoencoders with Attention Wenjing Dai Xiufeng Liu A. Heller P. S. Nielsen 69 6 0 08 Jun 2022
Exploring Local Explanations of Nonlinear Models Using Animated Linear Projections N. Spyrison Dianne Cook Przemyslaw Biecek FAtt 49 1 0 11 May 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
Shapley values for feature selection: The good, the bad, and the axioms D. Fryer Inga Strümke Hien Nguyen FAtt TDI 114 206 0 22 Feb 2021
Towards a Rigorous Evaluation of XAI Methods on Time Series U. Schlegel Hiba Arnout Mennatallah El-Assady Daniela Oelke Daniel A. Keim XAI AI4TS 133 174 0 16 Sep 2019
Optuna: A Next-generation Hyperparameter Optimization Framework Takuya Akiba Shotaro Sano Toshihiko Yanase Takeru Ohta Masanori Koyama 683 5,985 0 25 Jul 2019
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values K. Aas Martin Jullum Anders Løland FAtt TDI 97 635 0 25 Mar 2019
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.5K 22,400 0 22 May 2017
European Union regulations on algorithmic decision-making and a "right to explanation" B. Goodman Seth Flaxman FaML AILaw 109 1,908 0 28 Jun 2016