Ecole d'ingénieur et centre de recherche en Sciences du numérique

TinderBook: Fall in love with culture

Palumbo, Enrico; Buzio, Alberto; Gaiardo, Andrea; Rizzo, Giuseppe; Troncy, Raphaël; Baralis, Elena

ESWC 2019, 16th European Semantic Web Conference, 2-6 June 2019, Portoroz, Slovenia / Also published in LNCS, Vol.11503

More than 2 millions of new books are published every year and choosing a good book among the huge amount of available options can be a challenging endeavor. Recommender systems help in choosing books by providing personalized suggestions based on the user reading history. However, most book recommender systems are based on collaborative filtering, involving a long onboarding process that requires to rate many books before providing good recommendations. Tinderbook provides book recommendations, given a single book that the user likes, through a card-based playful user interface that does not require an account creation. Tinderbook is strongly rooted in semantic technologies, using the DBpedia knowledge graph to enrich book descriptions and extending a hybrid state-of-the-art knowledge graph embeddings algorithm to derive an item relatedness measure for cold start recommendations. Tinderbook is publicly available (http://www.tinderbook.it) and has already generated interest in the public, involving passionate readers, students, librarians, and researchers. The online evaluation shows that Tinderbook achieves almost 50% of precision of the recommendations.

Doi Bibtex

Titre:TinderBook: Fall in love with culture
Mots Clés:Recommender systems, Books, Knowledge graphs, DBpedia, Embeddings
Type:Conférence
Langue:English
Ville:Portoroz
Pays:SLOVÉNIE
Date:
Département:Data Science
Eurecom ref:5849
Copyright: © Springer. Personal use of this material is permitted. The definitive version of this paper was published in ESWC 2019, 16th European Semantic Web Conference, 2-6 June 2019, Portoroz, Slovenia / Also published in LNCS, Vol.11503 and is available at : https://doi.org/10.1007/978-3-030-21348-0_38
Bibtex: @inproceedings{EURECOM+5849, doi = {https://doi.org/10.1007/978-3-030-21348-0_38}, year = {2019}, title = {{T}inder{B}ook: {F}all in love with culture}, author = {{P}alumbo, {E}nrico and {B}uzio, {A}lberto and {G}aiardo, {A}ndrea and {R}izzo, {G}iuseppe and {T}roncy, {R}apha{\"e}l and {B}aralis, {E}lena}, booktitle = {{ESWC} 2019, 16th {E}uropean {S}emantic {W}eb {C}onference, 2-6 {J}une 2019, {P}ortoroz, {S}lovenia / {A}lso published in {LNCS}, {V}ol.11503}, address = {{P}ortoroz, {SLOV}{\'{E}}{NIE}}, month = {06}, url = {http://www.eurecom.fr/publication/5849} }
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