Neural-symbolic temporal decision trees for multivariate time series classification

Author:

Pagliarini Giovanni,Scaboro Simone,Serra Giuseppe,Sciavicco Guido,Stan Ionel Eduard

Funder

Istituto Nazionale di Alta Matematica Francesco Severi Gruppo Nazionale per il Calcolo Scientifico

Universita degli Studi di Ferrara

Ministero dell'Istruzione dell'Universita e della Ricerca

Publisher

Elsevier BV

Reference74 articles.

1. The great multivariate time series classification bake off: a review and experimental evaluation of recent algorithmic advances;Ruiz;Data Min. Knowl. Discov.,2021

2. Tabular data: deep learning is not all you need;Shwartz-Ziv;Inf. Fusion,2022

3. Why do tree-based models still outperform deep learning on typical tabular data?;Grinsztajn;Adv. Neural Inf. Process. Syst.,2022

4. European Union regulations on algorithmic decision-making and a “right to explanation”;Goodman;AI Mag.,2017

5. Neural-symbolic computing: an effective methodology for principled integration of machine learning and reasoning;d'Avila Garcez;J. Appl. Log.,2019

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