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Pregled bibliografske jedinice broj: 529745

Constructing recommender systems workflow templates in RapidMiner


Bošnjak, Matko; Antulov-Fantulin, Nino; Šmuc, Tomislav; Gamberger, Dragan
Constructing recommender systems workflow templates in RapidMiner // Proceedings of the 2nd RapidMiner Community Meeting and Conference (RCOMM 2011) / Ficher, Simon ; Mierswa, Ingo (ur.).
Aachen: Shaker Verlag, 2011. str. 101-112 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), stručni)


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Naslov
Constructing recommender systems workflow templates in RapidMiner

Autori
Bošnjak, Matko ; Antulov-Fantulin, Nino ; Šmuc, Tomislav ; Gamberger, Dragan

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), stručni

Izvornik
Proceedings of the 2nd RapidMiner Community Meeting and Conference (RCOMM 2011) / Ficher, Simon ; Mierswa, Ingo - Aachen : Shaker Verlag, 2011, 101-112

ISBN
978-3-8440-0093-1

Skup
RapidMiner Community Meeting and Conference (2 ; 2011)

Mjesto i datum
Dublin, Irska, 07.-10.06.2011

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
recommender systems; workflows

Sažetak
In this paper we demonstrate how to construct some typical recommender systems in RapidMiner. Our workflow template library currently includes content-based, LSI content-based, user- and item- based collaborative filtering with SVD dimensionality reduction recommender systems. The library is publicly available via myExperiment collaborative repository. We also demonstrate the use of templates on a realistic recommendation problem within digital multimedia repository.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekti:
098-0000000-3168 - Strojno učenje prediktivnih modela u računalnoj biologiji (Šmuc, Tomislav, MZOS ) ( POIROT)

Ustanove:
Institut "Ruđer Bošković", Zagreb


Citiraj ovu publikaciju

Bošnjak, Matko; Antulov-Fantulin, Nino; Šmuc, Tomislav; Gamberger, Dragan
Constructing recommender systems workflow templates in RapidMiner // Proceedings of the 2nd RapidMiner Community Meeting and Conference (RCOMM 2011) / Ficher, Simon ; Mierswa, Ingo (ur.).
Aachen: Shaker Verlag, 2011. str. 101-112 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), stručni)
Bošnjak, M., Antulov-Fantulin, N., Šmuc, T. & Gamberger, D. (2011) Constructing recommender systems workflow templates in RapidMiner. U: Ficher, S. & Mierswa, I. (ur.)Proceedings of the 2nd RapidMiner Community Meeting and Conference (RCOMM 2011).
@article{article, year = {2011}, pages = {101-112}, keywords = {recommender systems, workflows}, isbn = {978-3-8440-0093-1}, title = {Constructing recommender systems workflow templates in RapidMiner}, keyword = {recommender systems, workflows}, publisher = {Shaker Verlag}, publisherplace = {Dublin, Irska} }
@article{article, year = {2011}, pages = {101-112}, keywords = {recommender systems, workflows}, isbn = {978-3-8440-0093-1}, title = {Constructing recommender systems workflow templates in RapidMiner}, keyword = {recommender systems, workflows}, publisher = {Shaker Verlag}, publisherplace = {Dublin, Irska} }




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