Interval temporal logic decision tree learning

A Brunello, G Sciavicco, IE Stan - European Conference on Logics in …, 2019 - Springer
Decision trees are simple, yet powerful, classification models used to classify categorical
and numerical data, and, despite their simplicity, they are commonly used in operations …

Interpretable land cover classification with modal decision trees

G Pagliarini, G Sciavicco - European Journal of Remote Sensing, 2023 - Taylor & Francis
Land cover classification (LCC) refers to the task of classifying each pixel in satellite/aerial
imagery by predicting a label carrying information about its nature. Despite the importance of …

[PDF][PDF] Model checking multi-agent systems against epistemic HS specifications with regular expressions

A Lomuscio, J Michaliszyn - Fifteenth International Conference on the …, 2016 - cdn.aaai.org
We introduce EHS+, a novel temporal-epistemic logic defined on temporal intervals
characterised by regular expressions. We investigate the complexity of verifying multi-agent …

[PDF][PDF] Interval temporal random forests with an application to COVID-19 diagnosis

F Manzella, G Pagliarini, G Sciavicco… - … and Reasoning (TIME …, 2021 - drops.dagstuhl.de
Symbolic learning is the logic-based approach to machine learning. The mission of symbolic
learning is to provide algorithms and methodologies to extract logical information from data …

HDDL 2.1: Towards defining a formalism and a semantics for temporal htn planning

D Pellier, A Albore, H Fiorino, R Bailon-Ruiz - arXiv preprint arXiv …, 2023 - arxiv.org
Real world applications as in industry and robotics need modelling rich and diverse
automated planning problems. Their resolution usually requires coordinated and concurrent …

Decision tree learning with spatial modal logics

G Pagliarini, G Sciavicco - arXiv preprint arXiv:2109.08325, 2021 - arxiv.org
Symbolic learning represents the most straightforward approach to interpretable modeling,
but its applications have been hampered by a single structural design choice: the adoption …

HDDL 2.1: Towards Defining an HTN Formalism with Time

D Pellier, H Fiorino, M Grand, A Albore… - arXiv preprint arXiv …, 2022 - arxiv.org
Real world applications of planning, like in industry and robotics, require modelling rich and
diverse scenarios. Their resolution usually requires coordinated and concurrent action …

[HTML][HTML] On coarser interval temporal logics

E Muñoz-Velasco, M Pelegrín, P Sala, G Sciavicco… - Artificial Intelligence, 2019 - Elsevier
The primary characteristic of interval temporal logic is that intervals, rather than points, are
taken as the primitive ontological entities. Given their generally bad computational behavior …

[HTML][HTML] Decidability and complexity of the fragments of the modal logic of Allen's relations over the rationals

D Bresolin, D Della Monica, A Montanari, P Sala… - Information and …, 2019 - Elsevier
Interval temporal logics provide a natural framework for temporal reasoning about interval
structures over linearly ordered domains, where intervals are taken as first-class citizens …

Fuzzy Halpern and Shoham's interval temporal logics

W Conradie, D Della Monica, E Muñoz-Velasco… - Fuzzy Sets and …, 2023 - Elsevier
The most representative interval temporal logic, called HS, was introduced by Halpern and
Shoham in the nineties. Recently, HS has been proposed as a suitable formalism for …