Counterfactual Explanations for Time Series Forecasting

12 October 2023

Papers citing "Counterfactual Explanations for Time Series Forecasting"

4 / 4 papers shown

Title
A Framework for Feasible Counterfactual Exploration incorporating Causality, Sparsity and Density Kleopatra Markou Dimitrios Tomaras V. Kalogeraki Dimitrios Gunopulos CML 21 0 0 20 Apr 2024
TS-MULE: Local Interpretable Model-Agnostic Explanations for Time Series Forecast Models U. Schlegel D. Lam Daniel A. Keim Daniel Seebacher FAtt AI4TS 43 29 0 17 Sep 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,876 0 14 Dec 2020
Counterfactual Explanations for Machine Learning on Multivariate Time Series Data E. Ates Burak Aksar V. Leung A. Coskun AI4TS 45 65 0 25 Aug 2020