Explainable time series tweaking via irreversible and reversible
temporal transformations

Explainable time series tweaking via irreversible and reversible temporal transformations

13 September 2018

Aristides Gionis

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Papers citing "Explainable time series tweaking via irreversible and reversible temporal transformations"

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Title
TX-Gen: Multi-Objective Optimization for Sparse Counterfactual Explanations for Time-Series Classification Qi Huang Sofoklis Kitharidis Thomas Bäck Niki van Stein CML 62 3 0 14 Sep 2024
Counterfactual Explanations for Time Series Forecasting Zhendong Wang Ioanna Miliou Isak Samsten P. Papapetrou BDL AI4TS OOD 75 5 0 12 Oct 2023
Core-set Selection Using Metrics-based Explanations (CSUME) for multiclass ECG Sagnik Dakshit B. M. Maweu Sristi Dakshit Balakrishnan Prabhakaran 16 5 0 28 May 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
LioNets: A Neural-Specific Local Interpretation Technique Exploiting Penultimate Layer Information Ioannis Mollas Nick Bassiliades Grigorios Tsoumakas 56 7 0 13 Apr 2021
VisioRed: A Visualisation Tool for Interpretable Predictive Maintenance Spyridon Paraschos Ioannis Mollas Nick Bassiliades Grigorios Tsoumakas 53 7 0 31 Mar 2021
Model-Agnostic Explanations using Minimal Forcing Subsets Xing Han Joydeep Ghosh AAML 38 4 0 01 Nov 2020
Instance-based Counterfactual Explanations for Time Series Classification Eoin Delaney Derek Greene Mark T. Keane CML AI4TS 53 91 0 28 Sep 2020
Counterfactual Explanations for Machine Learning on Multivariate Time Series Data E. Ates Burak Aksar V. Leung A. Coskun AI4TS 111 68 0 25 Aug 2020
Explainable Failure Predictions with RNN Classifiers based on Time Series Data I. Giurgiu Anika Schumann AI4TS 20 8 0 20 Jan 2019