https://scholars.lib.ntu.edu.tw/handle/123456789/632335
DC 欄位 | 值 | 語言 |
---|---|---|
dc.contributor.author | Chen W.-H | en-US |
dc.contributor.author | Hsu C.-C | en-US |
dc.contributor.author | Lai Y.-A | en-US |
dc.contributor.author | Liu V | en-US |
dc.contributor.author | Yeh M.-Y | en-US |
dc.contributor.author | SHOU-DE LIN | en-US |
dc.creator | Chen W.-H;Hsu C.-C;Lai Y.-A;Liu V;Yeh M.-Y;Lin S.-D. | - |
dc.date.accessioned | 2023-06-09T07:47:07Z | - |
dc.date.available | 2023-06-09T07:47:07Z | - |
dc.date.issued | 2020 | - |
dc.identifier.issn | 2624909X | - |
dc.identifier.uri | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85089937997&doi=10.3389%2ffdata.2019.00049&partnerID=40&md5=6405728e09fd2e9a1d34ea6c6d34c13b | - |
dc.identifier.uri | https://scholars.lib.ntu.edu.tw/handle/123456789/632335 | - |
dc.description.abstract | Attribute-aware CF models aim at rating prediction given not only the historical rating given by users to items but also the information associated with users (e.g., age), items (e.g., price), and ratings (e.g., rating time). This paper surveys work in the past decade to develop attribute-aware CF systems and finds that they can be classified into four different categories mathematically. We provide readers not only with a high-level mathematical interpretation of the existing work in this area but also with mathematical insight into each category of models. Finally, we provide in-depth experiment results comparing the effectiveness of the major models in each category. Copyright © 2020 Chen, Hsu, Lai, Liu, Yeh and Lin. | - |
dc.relation.ispartof | Frontiers in Big Data | - |
dc.subject | attribute; collaborative filtering; matrix factorization; recommender system; survey | - |
dc.title | Attribute-Aware Recommender System Based on Collaborative Filtering: Survey and Classification | en_US |
dc.type | review | en |
dc.identifier.doi | 10.3389/fdata.2019.00049 | - |
dc.identifier.scopus | 2-s2.0-85089937997 | - |
dc.relation.journalvolume | 2 | - |
item.fulltext | no fulltext | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
item.cerifentitytype | Publications | - |
item.openairetype | review | - |
item.grantfulltext | none | - |
crisitem.author.dept | Networking and Multimedia | - |
crisitem.author.dept | Computer Science and Information Engineering | - |
crisitem.author.dept | FinTech Center | - |
crisitem.author.dept | Center for Artificial Intelligence and Advanced Robotics | - |
crisitem.author.orcid | 0000-0001-9970-1250 | - |
crisitem.author.parentorg | College of Electrical Engineering and Computer Science | - |
crisitem.author.parentorg | College of Electrical Engineering and Computer Science | - |
crisitem.author.parentorg | Others: University-Level Research Centers | - |
crisitem.author.parentorg | Others: University-Level Research Centers | - |
顯示於: | 資訊工程學系 |
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