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Pregled bibliografske jedinice broj: 755830

Synthetic Sequence Generator for Recommender Systems – Memory Biased Random Walk on a Sequence Multilayer Network


Antulov-Fantulin, Nino; Bošnjak, Matko; Zlatić, Vinko; Grčar, Miha; Šmuc Tomislav
Synthetic Sequence Generator for Recommender Systems – Memory Biased Random Walk on a Sequence Multilayer Network // Proceedings of 17th International Conference, DS 2014, Lecture Notes in Computer Science, Vol. 8777 / Džeroski, Sašo ; Panov, Panče ; Kocev, Dragi ; Todorovski, Ljupčo (ur.).
Bled, Slovenia: Springer, 2014. str. 25-36 (ostalo, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


CROSBI ID: 755830 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Synthetic Sequence Generator for Recommender Systems – Memory Biased Random Walk on a Sequence Multilayer Network

Autori
Antulov-Fantulin, Nino ; Bošnjak, Matko ; Zlatić, Vinko ; Grčar, Miha ; Šmuc Tomislav

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

Izvornik
Proceedings of 17th International Conference, DS 2014, Lecture Notes in Computer Science, Vol. 8777 / Džeroski, Sašo ; Panov, Panče ; Kocev, Dragi ; Todorovski, Ljupčo - : Springer, 2014, 25-36

ISBN
978-3-319-11811-6

Skup
Discovery Science

Mjesto i datum
Bled, Slovenia, 08-10.10.2014

Vrsta sudjelovanja
Ostalo

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
biased random walks ; recommender systems ; clickstreams ; networks

Sažetak
Personalized recommender systems rely on each user's personal usage data in the system, in order to assist in decision making. However, privacy policies protecting users' rights prevent these highly personal data from being publicly available to a wider researcher audience. In this work, we propose a memory biased random walk model on a multilayer sequence network, as a generator of synthetic sequential data for recommender systems. We demonstrate the applicability of the generated synthetic data in training recommender system models in cases when privacy policies restrict clickstream publishing.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
I-1701-2014

Ustanove
Institut "Ruđer Bošković", Zagreb

Profili:

Avatar Url Vinko Zlatić (autor)

Avatar Url Tomislav Šmuc (autor)

Avatar Url Nino Antulov-Fantulin (autor)

Citiraj ovu publikaciju

Antulov-Fantulin, Nino; Bošnjak, Matko; Zlatić, Vinko; Grčar, Miha; Šmuc Tomislav
Synthetic Sequence Generator for Recommender Systems – Memory Biased Random Walk on a Sequence Multilayer Network // Proceedings of 17th International Conference, DS 2014, Lecture Notes in Computer Science, Vol. 8777 / Džeroski, Sašo ; Panov, Panče ; Kocev, Dragi ; Todorovski, Ljupčo (ur.).
Bled, Slovenia: Springer, 2014. str. 25-36 (ostalo, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Antulov-Fantulin, N., Bošnjak, M., Zlatić, V., Grčar, M. & Šmuc Tomislav (2014) Synthetic Sequence Generator for Recommender Systems – Memory Biased Random Walk on a Sequence Multilayer Network. U: Džeroski, S., Panov, P., Kocev, D. & Todorovski, L. (ur.)Proceedings of 17th International Conference, DS 2014, Lecture Notes in Computer Science, Vol. 8777.
@article{article, year = {2014}, pages = {25-36}, keywords = {biased random walks, recommender systems, clickstreams, networks}, isbn = {978-3-319-11811-6}, title = {Synthetic Sequence Generator for Recommender Systems – Memory Biased Random Walk on a Sequence Multilayer Network}, keyword = {biased random walks, recommender systems, clickstreams, networks}, publisher = {Springer}, publisherplace = {Bled, Slovenia} }