Explainable Time Series Tree: An Explainable Top-Down Time Series Segmentation Framework

Author:

Silva Vitor de Castro1,Zarpelão Bruno Bogaz1ORCID,Medvet Eric2,Barbon Sylvio2ORCID

Affiliation:

1. Department of Computer Science, State University of Londrina, Londrina, Paraná, Brazil

2. Department of Engineering and Architecture, University of Trieste, Trieste, Italy

Funder

Fundação Araucária de Apoio ao Desenvolvimento Científico e Tecnológico do Estado do Paraná, Brazil (Novos Arranjos de Pesquisa e Inovação (NAPI)-Norte Centro de Inteligência Artificial

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Engineering,General Materials Science,General Computer Science,Electrical and Electronic Engineering

Reference26 articles.

1. From anecdotal evidence to quantitative evaluation methods: A systematic review on evaluating explainable AI;nauta;arXiv 2201 08164,2022

2. Distribution of the Estimators for Autoregressive Time Series With a Unit Root

3. Critical values for cointegration tests;mackinnon;Long run economic relationships,1990

4. Explaining explanations: An overview of interpretability of machine learning;gilpin;Proc 5th Int Conf Data Sci Adv Anal,2019

5. Supporting the Page-Hinkley Test with Empirical Mode Decomposition for Change Detection

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