| Naslov: | Recommender systems for good (RS4Good) : survey of use cases and a call to action for research that matters |
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| Avtorji: | ID Jannach, Dietmar (Avtor)
ID Said, Alan (Avtor)
ID Tkalčič, Marko (Avtor)
ID Zanker, Markus (Avtor) |
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| Datoteke: |  RAZ_Jannach_Dietmar_2027.pdf (327,37 KB)
MD5: D55979C99B0FCF4E144845A305260246
 https://dl.acm.org/doi/abs/10.1145/3746648
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| Jezik: | Angleški jezik |
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| Vrsta gradiva: | Članek v reviji |
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| Tipologija: | 1.02 - Pregledni znanstveni članek |
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| Organizacija: | FAMNIT - Fakulteta za matematiko, naravoslovje in informacijske tehnologije
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| Opis: | In the area of recommender systems, the vast majority of research efforts is spent on developing increasingly sophisticated recommendation models, also using increasingly more computational resources. Unfortunately, most of these research efforts target a very small set of application domains, mostly e-commerce and media recommendation. Furthermore, many of these models are never evaluated with users, let alone put into practice. The scientific, economic and societal value of much of these efforts by scholars therefore remains largely unclear. To achieve a stronger positive impact resulting from these efforts, we posit that we as a research community should more often address use cases where recommender systems contribute to societal good (RS4Good). In this opinion piece, we first discuss a number of examples where the use of recommender systems for problems of societal concern has been successfully explored in the literature. We then proceed by outlining a paradigmatic shift that is needed to conduct successful RS4Good research, where the key ingredients are interdisciplinary collaborations and longitudinal evaluation approaches with humans in the loop. |
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| Ključne besede: | recommender systems, evaluation, applications |
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| Verzija publikacije: | Objavljena publikacija |
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| Datum objave: | 31.08.2026 |
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| Leto izida: | 2027 |
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| Št. strani: | str. 1-22 |
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| Številčenje: | Vol. 5, iss. 1, [article no.] 2 |
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| PID: | 20.500.12556/RUP-23575  |
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| UDK: | 004.8 |
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| ISSN pri članku: | 2770-6699 |
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| DOI: | 10.1145/3746648 |
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| COBISS.SI-ID: | 258627075 |
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| Datum objave v RUP: | 08.09.2026 |
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| Število ogledov: | 58 |
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| Število prenosov: | 3 |
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| Metapodatki: |    |
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