Exploiting relevance, novelty and diversity in tag recommendation
Resumo
Tag recommendation methods have mostly focused on maximizing relevance, but other aspects may be as important for recommendation usefulness. We here define novelty and diversity for tag recommendation, and propose two new recommendation strategies that consider these aspects jointly with relevance. We evaluate the proposed strategies using real datasets from 3 popular Web 2.0 applications, achieving gains over the state-of-the-art of up to 21% in relevance, 45% in novelty and 2.5\% in diversity.
Palavras-chave:
Recomenda¸c˜ao de Tags, Novidade, Diversidade
Publicado
15/10/2012
Como Citar
BELÉM, Fabiano; MARTINS, Eder; ALMEIDA, Jussara; GONÇALVES, Marcos.
Exploiting relevance, novelty and diversity in tag recommendation. In: BRAZILIAN SYMPOSIUM ON MULTIMEDIA AND THE WEB (WEBMEDIA), 18. , 2012, São Paulo.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2012
.
p. 297-300.
