Book section Closed Access
Enrico Palumbo; Alberto Buzio; Andrea Gaiardo; Giuseppe Rizzo; Raphael Troncy; Elena Baralis
<?xml version='1.0' encoding='UTF-8'?> <record xmlns="http://www.loc.gov/MARC21/slim"> <leader>00000nam##2200000uu#4500</leader> <controlfield tag="001">31222</controlfield> <datafield tag="520" ind1=" " ind2=" "> <subfield code="a">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.</subfield> </datafield> <datafield tag="245" ind1=" " ind2=" "> <subfield code="a">TinderBook: Fall in love with culture</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Alberto Buzio</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Andrea Gaiardo</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Giuseppe Rizzo</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Raphael Troncy</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Elena Baralis</subfield> </datafield> <controlfield tag="005">20200925194551.0</controlfield> <datafield tag="540" ind1=" " ind2=" "> <subfield code="u">https://creativecommons.org/licenses/by/4.0/</subfield> <subfield code="a">Creative Commons Attribution 4.0</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-itmirror</subfield> </datafield> <datafield tag="650" ind1="1" ind2="7"> <subfield code="a">cc-by</subfield> <subfield code="2">opendefinition.org</subfield> </datafield> <datafield tag="260" ind1=" " ind2=" "> <subfield code="c">2019-06-02</subfield> </datafield> <datafield tag="100" ind1=" " ind2=" "> <subfield code="a">Enrico Palumbo</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">publication</subfield> <subfield code="b">section</subfield> </datafield> <datafield tag="542" ind1=" " ind2=" "> <subfield code="l">closed</subfield> </datafield> <datafield tag="041" ind1=" " ind2=" "> <subfield code="a">und</subfield> </datafield> <datafield tag="024" ind1=" " ind2=" "> <subfield code="a">10.1007/978-3-030-21348-0_38</subfield> <subfield code="2">doi</subfield> </datafield> </record>
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