Další formáty:
BibTeX
LaTeX
RIS
@article{1443336, author = {Ge, Mouzhi and Persia, Fabio}, article_number = {4}, doi = {http://dx.doi.org/10.1142/S1793351X18500046}, keywords = {Multimedia recommender system; multimedia recommendation; evaluation framework; evaluation criteria}, language = {eng}, issn = {1793-351X}, journal = {International Journal of Semantic Computing}, title = {A Generalized Evaluation Framework for Multimedia Recommender Systems}, volume = {12}, year = {2018} }
TY - JOUR ID - 1443336 AU - Ge, Mouzhi - Persia, Fabio PY - 2018 TI - A Generalized Evaluation Framework for Multimedia Recommender Systems JF - International Journal of Semantic Computing VL - 12 IS - 4 SP - 541-557 EP - 541-557 PB - World Scientific SN - 1793351X KW - Multimedia recommender system KW - multimedia recommendation KW - evaluation framework KW - evaluation criteria N2 - With the widespread availability of media technologies, such as real-time streaming, new Internet-of-Thing devices and smart phones, multimedia data are extensively increased and the big multimedia data rapidly spread over various social networks. This has created complexity and information overload for users to choose the suitable multimedia objects. Thus, different multimedia recommender systems have been emerging to help users find the useful multimedia objects that are possibly preferred by the user. However, the evaluation of these multimedia recommender systems is still in an ad-hoc stage. Given the distinct features of multimedia objects, the evaluation criteria adopted from the general recommender systems might not be effectively used to evaluate multimedia recommendations. In this paper, we therefore review and analyze the evaluation criteria that have been used in the previous multimedia recommender system papers. Based on the review, we propose a generalized evaluation framework to guide the researchers and practitioners to perform evaluations, especially user-centric evaluations, for multimedia recommender systems. ER -
GE, Mouzhi a Fabio PERSIA. A Generalized Evaluation Framework for Multimedia Recommender Systems. \textit{International Journal of Semantic Computing}. World Scientific, 2018, roč.~12, č.~4, s.~541-557. ISSN~1793-351X. Dostupné z: https://dx.doi.org/10.1142/S1793351X18500046.
|