Toward Explainable Time-Series Numerical Association Rule Mining: A Case Study in Smart-Agriculture

Toward Explainable Time-Series Numerical Association Rule Mining: A Case Study in Smart-Agriculture

This paper defines time-series numerical association rule mining in smart-agriculture applications from an explainable-AI perspective. Two novel explainable methods are presented, along with a newly developed algorithm for time-series numerical association rule mining. Unlike previous approaches, su...

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Bibliographic Details
Main Authors: Iztok Fister, Sancho Salcedo-Sanz, Enrique Alexandre-Cortizo, Damijan Novak, Vili Podgorelec, Mario Gorenjak
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Mathematics
Subjects:
association rule mining
explainable artificial intelligence (XAI)
numerical association rule mining
optimization algorithms
Online Access:https://www.mdpi.com/2227-7390/13/13/2122
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