| Naslov: | Toward explainable time-series numerical association rule mining : a case study in smart-agriculture |
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| Avtorji: | ID Fister, Iztok (Avtor)
ID Salcedo-Sanz, Sancho (Avtor)
ID Alexandre-Cortizo, Enrique (Avtor)
ID Novak, Damijan (Avtor)
ID Fister, Iztok (Avtor)
ID Podgorelec, Vili (Avtor)
ID Gorenjak, Mario (Avtor) |
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| Datoteke: |  mathematics-13-02122-v2.pdf (329,69 KB)
MD5: 247DF64E65A2A8BA91C81D833E402E88
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| Jezik: | Angleški jezik |
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| Vrsta gradiva: | Članek v reviji |
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| Tipologija: | 1.01 - Izvirni znanstveni članek |
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| Organizacija: | FERI - Fakulteta za elektrotehniko, računalništvo in informatiko
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| Opis: | 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, such as fixed interval time-series numerical association, the proposed methods offer enhanced interpretability and an improved data science pipeline by incorporating explainability directly into the software library. The newly developed xNiaARMTS methods are then evaluated through a series of experiments, using real datasets produced from sensors in a smart-agriculture domain. The results obtained using explainable methods within numerical association rule mining in smart-agriculture applications are very positive. |
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| Ključne besede: | association rule mining, explainable artificial intelligence, XAI, numerical association rule mining, optimization algorithms |
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| Status publikacije: | Objavljeno |
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| Verzija publikacije: | Objavljena publikacija |
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| Poslano v recenzijo: | 04.06.2025 |
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| Datum sprejetja članka: | 26.06.2025 |
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| Datum objave: | 28.06.2025 |
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| Založnik: | MDPI |
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| Leto izida: | 2025 |
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| Št. strani: | 17 str. |
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| Številčenje: | Vol. 13, iss. 13, [article no.] 2122 |
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| PID: | 20.500.12556/DKUM-94794  |
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| UDK: | 004.8 |
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| COBISS.SI-ID: | 246797827 |
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| DOI: | 10.3390/math13132122 |
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| ISSN pri članku: | 2227-7390 |
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| Avtorske pravice: | © 2025 by the authors |
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| Datum objave v DKUM: | 27.08.2025 |
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| Število ogledov: | 242 |
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| Število prenosov: | 12 |
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| Metapodatki: |    |
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| Področja: | Ostalo
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